From 7cddae47cb54f624dd9abd9fab66281737a45930 Mon Sep 17 00:00:00 2001
From: Jianping Li <jplee0202@gmail.com>
Date: Sat, 10 Jan 2026 18:34:53 +0000
Subject: [PATCH 1/4] async

---
 diffulex/engine/dp_worker.py                  | 175 ++++++++++++++++++
 diffulex/engine/model_runner.py               |  15 ++
 diffulex/engine/tp_worker.py                  |  81 ++++++++
 ...chunked_prefill_decoding_unified_kernel.py |  12 +-
 .../attention/ops/triton_decode_attn_clm.py   |   4 +-
 examples/test_async_inference.py              |   0
 examples/test_dream_dvllm_gsm8k.py            |   5 +-
 examples/test_llada_dvllm_human_eval.py       |   2 +-
 examples/test_sdar_dvllm.py                   |   5 +-
 scripts/test_dvllm_dream_gsm8k.sh             |   2 +-
 10 files changed, 291 insertions(+), 10 deletions(-)
 create mode 100644 examples/test_async_inference.py

diff --git a/diffulex/engine/dp_worker.py b/diffulex/engine/dp_worker.py
index 0281930..0f03004 100755
--- a/diffulex/engine/dp_worker.py
+++ b/diffulex/engine/dp_worker.py
@@ -4,11 +4,13 @@
 import atexit
 import traceback
 import faulthandler
+import asyncio
 
 import multiprocessing as mp
 
 from typing import Any
 from multiprocessing.connection import wait as mp_wait
+from concurrent.futures import ThreadPoolExecutor
 
 from diffulex.config import Config
 from diffulex.engine.tp_worker import DiffulexTPWorker
@@ -140,6 +142,7 @@ def __init__(self, model, **kwargs):
         self._gid_counter = 0
         self._gid_map = {}  # (replica, local_id) -> global_id
         self._rev_gid_map = {}  # global_id -> (replica, local_id)
+        self._executor = ThreadPoolExecutor(max_workers=self.dp_size)
         atexit.register(self.exit)
 
     def _ask(self, replica: int, cmd: str, *args):
@@ -159,7 +162,15 @@ def _ask(self, replica: int, cmd: str, *args):
             return payload
         raise RuntimeError(f"DP child #{replica} error: {payload}")
 
+    async def _ask_async(self, replica: int, cmd: str, *args):
+        """Async version of _ask that runs in a thread pool."""
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(self._executor, self._ask, replica, cmd, *args)
+
     def exit(self):
+        # Shutdown executor
+        if hasattr(self, '_executor'):
+            self._executor.shutdown(wait=True)
         for i, p in enumerate(self.ps):
             if p.is_alive():
                 try:
@@ -178,6 +189,17 @@ def add_request(self, prompt: str | list[int], sampling_params: SamplingParams):
         self._rev_gid_map[gid] = (target, local_id)
         return gid
 
+    async def add_request_async(self, prompt: str | list[int], sampling_params: SamplingParams):
+        """Async version of add_request."""
+        target = self._rr
+        self._rr = (self._rr + 1) % self.dp_size
+        local_id = await self._ask_async(target, "add_request", prompt, sampling_params)
+        gid = self._gid_counter
+        self._gid_counter += 1
+        self._gid_map[(target, local_id)] = gid
+        self._rev_gid_map[gid] = (target, local_id)
+        return gid
+
     def step(self):
         all_outputs = []
         total_tokens = 0
@@ -206,9 +228,54 @@ def step(self):
                         merged_deltas.append((gid, toks, fin))
         return all_outputs, total_tokens, any_prefill, merged_diff_steps, merged_deltas
 
+    async def step_async(self):
+        """Async version of step that runs all DP replicas concurrently."""
+        all_outputs = []
+        total_tokens = 0
+        any_prefill = False
+        merged_diff_steps = {}
+        merged_deltas = []
+        
+        # Check all replicas in parallel
+        tasks = [self._ask_async(i, "is_finished") for i in range(self.dp_size)]
+        done_flags = await asyncio.gather(*tasks)
+        
+        # Step all non-finished replicas in parallel
+        step_tasks = []
+        for i, done in enumerate(done_flags):
+            if not done:
+                step_tasks.append((i, self._ask_async(i, "step")))
+        
+        if step_tasks:
+            step_results = await asyncio.gather(*[task for _, task in step_tasks])
+            for (i, _), (outputs, num_tokens, is_prefill, n_diff_steps, deltas) in zip(step_tasks, step_results):
+                if outputs:
+                    # remap local seq_ids to global ids
+                    for sid, toks in outputs:
+                        gid = self._gid_map.get((i, sid), None)
+                        if gid is not None:
+                            all_outputs.append((gid, toks))
+                total_tokens += num_tokens
+                any_prefill = any_prefill or is_prefill
+                if n_diff_steps:
+                    merged_diff_steps.update(n_diff_steps)
+                if deltas:
+                    for sid, toks, fin in deltas:
+                        gid = self._gid_map.get((i, sid), None)
+                        if gid is not None:
+                            merged_deltas.append((gid, toks, fin))
+        
+        return all_outputs, total_tokens, any_prefill, merged_diff_steps, merged_deltas
+
     def is_finished(self):
         return all(self._ask(i, "is_finished") for i in range(self.dp_size))
 
+    async def is_finished_async(self):
+        """Async version of is_finished that checks all replicas in parallel."""
+        tasks = [self._ask_async(i, "is_finished") for i in range(self.dp_size)]
+        results = await asyncio.gather(*tasks)
+        return all(results)
+
     def generate(self, prompts: list[str] | list[list[int]], sampling_params: SamplingParams | list[SamplingParams], use_tqdm: bool = True):
         """Load-balanced generate with random shuffling and stable order restoration.
         - Randomly shuffle inputs to balance load across DP replicas.
@@ -292,3 +359,111 @@ def generate(self, prompts: list[str] | list[list[int]], sampling_params: Sampli
                 restored[orig_idx] = out
         assert all(x is not None for x in restored), "Mismatch in outputs after DP collection"
         return restored
+
+    async def generate_async(self, prompts: list[str] | list[list[int]], sampling_params: SamplingParams | list[SamplingParams], use_tqdm: bool = True):
+        """Async version of generate that allows concurrent request handling."""
+        import random
+        n = len(prompts)
+        idxs = list(range(n))
+        random.shuffle(idxs)
+        shuffled_prompts = [prompts[i] for i in idxs]
+        # Align sampling params with shuffled prompts
+        if isinstance(sampling_params, list):
+            if len(sampling_params) == n:
+                shuffled_sps = [sampling_params[i] for i in idxs]
+            elif len(sampling_params) == self.dp_size:
+                # per-shard SP; keep as-is and broadcast per-shard below
+                shuffled_sps = sampling_params
+            else:
+                shuffled_sps = [sampling_params[0]] * n
+        else:
+            shuffled_sps = sampling_params
+
+        # Even partition of shuffled inputs
+        base = n // self.dp_size
+        rem = n % self.dp_size
+        slices = {}
+        start = 0
+        for i in range(self.dp_size):
+            add = base + (1 if i < rem else 0)
+            end = start + add
+            if start < end:
+                slices[i] = (start, end)
+            start = end
+
+        # Send generate requests to all replicas concurrently
+        async def send_generate(replica_idx: int, start_idx: int, end_idx: int):
+            if isinstance(shuffled_sps, list):
+                if len(shuffled_sps) == n:
+                    sp_arg = shuffled_sps[start_idx:end_idx]
+                elif len(shuffled_sps) == self.dp_size:
+                    sp_arg = shuffled_sps[replica_idx]
+                else:
+                    sp_arg = shuffled_sps[0]
+            else:
+                sp_arg = shuffled_sps
+            conn = self.conns[replica_idx]
+            # Send in executor to avoid blocking
+            loop = asyncio.get_event_loop()
+            await loop.run_in_executor(
+                self._executor,
+                conn.send,
+                ("generate", shuffled_prompts[start_idx:end_idx], sp_arg, use_tqdm)
+            )
+            return replica_idx
+
+        # Send all requests concurrently
+        send_tasks = [
+            send_generate(i, s, e) for i, (s, e) in slices.items()
+        ]
+        await asyncio.gather(*send_tasks)
+
+        # Collect results asynchronously
+        collected = {}
+        pending = set(slices.keys())
+        conn_to_idx = {self.conns[i]: i for i in slices.keys()}
+
+        async def wait_for_result(replica_idx: int):
+            conn = self.conns[replica_idx]
+            loop = asyncio.get_event_loop()
+            try:
+                # Poll for data availability in executor, then recv
+                def check_and_recv():
+                    # Poll is non-blocking, but we run it in executor to be safe
+                    if conn.poll():
+                        return conn.recv()
+                    return None
+                
+                # Poll until data is available
+                while True:
+                    result = await loop.run_in_executor(self._executor, check_and_recv)
+                    if result is not None:
+                        tag, payload = result
+                        break
+                    await asyncio.sleep(0.001)  # Small sleep to yield control
+            except EOFError:
+                p = self.ps[replica_idx]
+                exitcode = p.exitcode
+                raise RuntimeError(
+                    f"DP child #{replica_idx} terminated unexpectedly during generate (exitcode={exitcode}). "
+                    f"Enable envs: PYTHONFAULTHANDLER=1 CUDA_LAUNCH_BLOCKING=1 TORCH_SHOW_CPP_STACKTRACES=1 for more info."
+                )
+            if tag == "ok":
+                collected[replica_idx] = payload
+            else:
+                raise RuntimeError(f"DP child #{replica_idx} error: {payload}")
+
+        # Wait for all results concurrently
+        await asyncio.gather(*[wait_for_result(i) for i in slices.keys()])
+
+        # Restore to original order
+        restored = [None] * n
+        for i, (s, e) in slices.items():
+            outs = collected.get(i, [])
+            # outs are aligned with shuffled order s:e
+            for local_k, out in enumerate(outs):
+                global_pos = s + local_k
+                orig_idx = idxs[global_pos]
+                restored[orig_idx] = out
+        assert all(x is not None for x in restored), "Mismatch in outputs after DP collection"
+        return restored
diff --git a/diffulex/engine/model_runner.py b/diffulex/engine/model_runner.py
index 0316dd0..4a2694b 100755
--- a/diffulex/engine/model_runner.py
+++ b/diffulex/engine/model_runner.py
@@ -1,5 +1,7 @@
 import torch
 import pickle
+import asyncio
+from concurrent.futures import ThreadPoolExecutor
 
 import torch.distributed as dist
 
@@ -72,6 +74,9 @@ def exit(self):
                 self.shm.unlink()
         if not self.enforce_eager:
             del self.graphs, self.graph_pool
+        # Clean up executor if it exists
+        if hasattr(self, '_executor'):
+            self._executor.shutdown(wait=True)
         torch.cuda.synchronize()
         dist.destroy_process_group()
 
@@ -110,6 +115,16 @@ def call(self, method_name, *args):
         method = getattr(self, method_name, None)
         return method(*args)
 
+    async def call_async(self, method_name, *args):
+        """Async version of call that runs in a thread pool executor."""
+        loop = asyncio.get_event_loop()
+        # Use default executor or create one if needed
+        executor = getattr(self, '_executor', None)
+        if executor is None:
+            executor = ThreadPoolExecutor(max_workers=1)
+            self._executor = executor
+        return await loop.run_in_executor(executor, self.call, method_name, *args)
+
     def load_model(self, config: Config):
         """Instantiate the underlying model; override to customize."""
         return AutoModelForDiffusionLM.from_config(config)
diff --git a/diffulex/engine/tp_worker.py b/diffulex/engine/tp_worker.py
index 3ea53c5..4aa0d14 100755
--- a/diffulex/engine/tp_worker.py
+++ b/diffulex/engine/tp_worker.py
@@ -1,4 +1,5 @@
 import atexit
+import asyncio
 
 import torch.multiprocessing as mp
 
@@ -63,6 +64,12 @@ def add_request(self, prompt: str | list[int], sampling_params: SamplingParams):
         # Return seq_id so caller can build a stable mapping
         return seq.seq_id
 
+    async def add_request_async(self, prompt: str | list[int], sampling_params: SamplingParams):
+        """Async version of add_request (currently synchronous but provided for API consistency)."""
+        # Tokenization and sequence creation are fast, but we make it async for consistency
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(None, self.add_request, prompt, sampling_params)
+
     def step(self):
         seqs, is_prefill = self.scheduler.schedule()
         sample_output = self.model_runner.call("run", seqs, is_prefill)
@@ -73,9 +80,26 @@ def step(self):
         deltas = []
         return outputs, num_tokens, is_prefill, n_diff_steps, deltas
 
+    async def step_async(self):
+        """Async version of step that runs model inference in a thread pool."""
+        seqs, is_prefill = self.scheduler.schedule()
+        sample_output = await self.model_runner.call_async("run", seqs, is_prefill)
+        n_diff_steps = self.scheduler.postprocess(seqs, sample_output)
+        outputs = [(seq.seq_id, seq.completion_token_ids) for seq in seqs if seq.is_finished]
+        num_tokens = sum(seq.num_tokens for seq in seqs) if is_prefill else sum(seq.new_tokens for seq in seqs)
+        # Diffusion decoding modifies tokens in-place; we currently don't stream intermediate edits
+        deltas = []
+        return outputs, num_tokens, is_prefill, n_diff_steps, deltas
+
     def is_finished(self):
         return self.scheduler.is_finished()
 
+    async def is_finished_async(self):
+        """Async version of is_finished (currently synchronous but provided for API consistency)."""
+        # Scheduler check is fast, but we make it async for consistency
+        loop = asyncio.get_event_loop()
+        return await loop.run_in_executor(None, self.is_finished)
+
     def generate(
         self,
         prompts: list[str] | list[list[int]],
@@ -129,3 +153,60 @@ def generate(
         if use_tqdm:
             pbar.close()
         return outputs
+
+    async def generate_async(
+        self,
+        prompts: list[str] | list[list[int]],
+        sampling_params: SamplingParams | list[SamplingParams],
+        use_tqdm: bool = True,
+    ) -> list[str]:
+        """Async version of generate that allows concurrent request handling."""
+        if use_tqdm:
+            pbar = tqdm(total=len(prompts), desc="Generating", dynamic_ncols=True)
+        if not isinstance(sampling_params, list):
+            sampling_params = [sampling_params] * len(prompts)
+        # Map internal seq_id -> input index to keep output order stable
+        seqid_to_idx = {}
+        for idx, (prompt, sp) in enumerate(zip(prompts, sampling_params)):
+            sid = self.add_request(prompt, sp)
+            seqid_to_idx[sid] = idx
+        outputs = [None] * len(prompts)
+        prefill_throughput = decode_throughput = 0.
+        n_steps = 0
+        n_diff_steps = [-1] * len(prompts)
+        while not self.is_finished():
+            t = perf_counter()
+            n_steps += 1
+            output, num_tokens, is_prefill, cur_n_diff_steps, _ = await self.step_async()
+            if use_tqdm:
+                if is_prefill:
+                    prefill_throughput = num_tokens / (perf_counter() - t)
+                else:
+                    decode_throughput = num_tokens / (perf_counter() - t)
+                pbar.set_postfix({
+                    "Prefill": f"{int(prefill_throughput)}tok/s",
+                    "Decode": f"{int(decode_throughput)}tok/s",
+                })
+            if cur_n_diff_steps:
+                for seq_id, n_step in cur_n_diff_steps.items():
+                    if seq_id in seqid_to_idx and n_step >= 0:
+                        n_diff_steps[seqid_to_idx[seq_id]] = n_step
+            for seq_id, token_ids in output:
+                if seq_id in seqid_to_idx:
+                    outputs[seqid_to_idx[seq_id]] = token_ids
+                if use_tqdm:
+                    pbar.update(1)
+            # Yield control to allow other async tasks to run
+            await asyncio.sleep(0)
+                    
+        print(f"Finished in {n_steps} steps, prefill throughput: {prefill_throughput:.2f} tok/s, decode throughput: {decode_throughput:.2f} tok/s")
+        # Ensure all outputs are present
+        assert all(toks is not None for toks in outputs), "Some sequences did not produce outputs"
+        outputs = [{
+            "text": self.tokenizer.decode(token_ids).split(self.tokenizer.eos_token)[0],
+            "token_ids": token_ids[:token_ids.index(self.config.eos)] if self.config.eos in token_ids else token_ids,
+            "n_diff_steps": n_diff_step,
+        } for token_ids, n_diff_step in zip(outputs, n_diff_steps)]
+        if use_tqdm:
+            pbar.close()
+        return outputs
diff --git a/diffulex_legacy/layers/attention/ops/chunked_prefill_decoding_unified_kernel.py b/diffulex_legacy/layers/attention/ops/chunked_prefill_decoding_unified_kernel.py
index 7c863c4..ce7b1ff 100755
--- a/diffulex_legacy/layers/attention/ops/chunked_prefill_decoding_unified_kernel.py
+++ b/diffulex_legacy/layers/attention/ops/chunked_prefill_decoding_unified_kernel.py
@@ -15,8 +15,16 @@
 
 from vllm import _custom_ops as ops
 from vllm.platforms import current_platform
-from vllm.platforms.rocm import use_rocm_custom_paged_attention
-from vllm.triton_utils import tl, triton
+# from vllm.platforms.rocm import use_rocm_custom_paged_attention
+try:
+    from vllm.platforms.rocm import use_rocm_custom_paged_attention  # vLLM newer
+except Exception:
+    # vLLM older / CUDA-only env: treat as disabled
+    def use_rocm_custom_paged_attention() -> bool:
+        return False
+
+import triton
+import triton.language as tl
 
 from diffulex_legacy.layers.attention.ops.prefix_prefill import context_attention_fwd
 
diff --git a/diffulex_legacy/layers/attention/ops/triton_decode_attn_clm.py b/diffulex_legacy/layers/attention/ops/triton_decode_attn_clm.py
index 71be261..4cc13af 100755
--- a/diffulex_legacy/layers/attention/ops/triton_decode_attn_clm.py
+++ b/diffulex_legacy/layers/attention/ops/triton_decode_attn_clm.py
@@ -36,7 +36,9 @@
 import logging
 
 from vllm.platforms import current_platform
-from vllm.triton_utils import tl, triton
+import triton
+import triton.language as tl
+
 
 is_hip_ = current_platform.is_rocm()
 
diff --git a/examples/test_async_inference.py b/examples/test_async_inference.py
new file mode 100644
index 0000000..e69de29
diff --git a/examples/test_dream_dvllm_gsm8k.py b/examples/test_dream_dvllm_gsm8k.py
index 1affedb..39fa506 100755
--- a/examples/test_dream_dvllm_gsm8k.py
+++ b/examples/test_dream_dvllm_gsm8k.py
@@ -10,7 +10,7 @@
 from transformers import AutoTokenizer
 
 from diffulex import Diffulex, SamplingParams
-
+import diffulex.model.dream
 
 def summarize_profiling(csv_path: str) -> dict:
     totals = {}
@@ -64,8 +64,7 @@ def summarize_profiling(csv_path: str) -> dict:
     tokenizer = AutoTokenizer.from_pretrained(model, trust_remote_code=True)
     sampling_params = SamplingParams(temperature=0.0, max_tokens=256)
     
-    dataset = load_dataset(
-        "gsm8k", "main", split="test")["question"][:10]
+    dataset = load_dataset("gsm8k", "main")['test']['question'][:]
     prompts = [tokenizer.bos_token + FEW_SHOTS + p for p in tqdm(dataset)]
     
     output_file = "log/profiles/perf_dvllm_dream_7B.json"
diff --git a/examples/test_llada_dvllm_human_eval.py b/examples/test_llada_dvllm_human_eval.py
index 5e3608f..5f52c72 100755
--- a/examples/test_llada_dvllm_human_eval.py
+++ b/examples/test_llada_dvllm_human_eval.py
@@ -38,7 +38,7 @@ def summarize_profiling(csv_path: str) -> dict:
 if __name__ == "__main__":
     WEIGHT_DIR = "/data1/ckpts"
     DATA_DIR = "/data1/LargeData"
-    model = f"{WEIGHT_DIR}/GSAI-ML/llada-8b-instruct"
+    model = f"{WEIGHT_DIR}/GSAI-ML/LLaDA-8B-Instruct"
     LLM = LLM(
         model, 
         lora_path=f"{WEIGHT_DIR}/SJTU-Deng-Lab/D2F_LLaDA_Instruct_8B_Lora",
diff --git a/examples/test_sdar_dvllm.py b/examples/test_sdar_dvllm.py
index 78fbbd7..28aded5 100644
--- a/examples/test_sdar_dvllm.py
+++ b/examples/test_sdar_dvllm.py
@@ -97,14 +97,14 @@ def main() -> None:
     parser.add_argument(
         "--model",
         type=str,
-        default="/home/lzx/SDAR/training/model/SDAR-1.7B-Chat",
+        default="/data1/ckpts/SDAR/SDAR-1.7B-Chat",
         help="SDAR HF model directory (contains config.json + model.safetensors).",
     )
     parser.add_argument("--device", type=int, default=0)
     parser.add_argument(
         "--converted-dir",
         type=str,
-        default="/home/lzx/tmp/diffulex_sdar_converted",
+        default="/home/ljp/tmp/diffulex_sdar_converted",
         help="Output directory for converted checkpoint keys (Diffulex-native).",
     )
     parser.add_argument("--prompt", type=str, default="你好，请用一句话介绍 SDAR。")
@@ -136,6 +136,7 @@ def main() -> None:
     # Build Config + load model weights using Diffulex loader.
     from diffulex.config import Config
     from diffulex.model.auto_model import AutoModelForDiffusionLM
+    import diffulex.model.sdar
 
     cfg = Config(
         model=str(model_dir),
diff --git a/scripts/test_dvllm_dream_gsm8k.sh b/scripts/test_dvllm_dream_gsm8k.sh
index 25ff47e..c3705bb 100755
--- a/scripts/test_dvllm_dream_gsm8k.sh
+++ b/scripts/test_dvllm_dream_gsm8k.sh
@@ -1,2 +1,2 @@
 #!/usr/bin/zsh
-CUDA_VISIBLE_DEVICES=0,1,2,3,4,5,6,7 python examples/test_dream_dvllm_gsm8k.py 2>&1 | tee log/test_dvllm_dream_gsm8k.log
\ No newline at end of file
+CUDA_VISIBLE_DEVICES=0,1 python examples/test_dream_dvllm_gsm8k.py 2>&1 | tee log/test_dvllm_dream_gsm8k.log
\ No newline at end of file

From ec91fabc8e3e38219fe0f430b50f2a11baac4c7b Mon Sep 17 00:00:00 2001
From: Jianping Li <jplee0202@gmail.com>
Date: Sun, 11 Jan 2026 23:04:13 +0000
Subject: [PATCH 2/4] async fixed

---
 diffulex/engine/tp_worker.py                  |  11 +-
 diffulex_kernel/python/dllm_flash_attn.py     |   2 +-
 examples/test_async_inference.py              | 153 +++
 examples/test_fastdllmv2_diffulex_gsm8k.py    |   8 +-
 tmp/tmp15deta9o.cu                            | 198 ++++
 tmp/tmp15deta9o.so                            | Bin 0 -> 2123720 bytes
 tmp/tmp34kubzd3.cu                            | 417 ++++++++
 tmp/tmp3dplo__x.cu                            | 304 ++++++
 tmp/tmp427efxrs.cu                            | 198 ++++
 tmp/tmp427efxrs.so                            | Bin 0 -> 2426824 bytes
 tmp/tmp4rk1do60.cu                            | 304 ++++++
 tmp/tmp4x1qukay.cu                            | 417 ++++++++
 tmp/tmp5jh6wryd.cu                            | 304 ++++++
 tmp/tmp642fbnoj.cu                            | 304 ++++++
 tmp/tmp6k8r9167.cu                            | 198 ++++
 tmp/tmp6y6dm5x6.cu                            | 198 ++++
 tmp/tmp79q0jt0t.cu                            | 304 ++++++
 tmp/tmp79q0jt0t.so                            | Bin 0 -> 1988552 bytes
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 tmp/tmp7nr2bbxv.cu                            | 198 ++++
 tmp/tmp8601coyg.cu                            | 417 ++++++++
 tmp/tmp_10p01y1.cu                            | 417 ++++++++
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 tmp/tmpb200fj9x.cu                            | 198 ++++
 tmp/tmpbu_vju2_.cu                            | 304 ++++++
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 tmp/tmpd_c8sbu0.cu                            | 304 ++++++
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 tmp/tmphl_px3zk.cu                            | 198 ++++
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 tmp/tmpi1290oss.cu                            | 198 ++++
 tmp/tmpi6f1f8ej.cu                            | 198 ++++
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 tmp/tmpne7q0z5j.cu                            | 417 ++++++++
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 tmp/tmpydszerx1.cu                            | 417 ++++++++
 tmp/tmpyy_glh_n.cu                            | 198 ++++
 ...dt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py |  62 ++
 ...cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config |   1 +
 ...o5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py |  72 ++
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 ...kyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py | 167 ++++
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 ...ruth4irtkjqniwp4mrbjqwkbtmyhpmcv23sac5emqi | Bin 0 -> 410197 bytes
 ...fivtqlsamhqhqe76xwy7p7hh7wj27gbuoignt2vwdg | Bin 0 -> 98209 bytes
 ...kceofdtnchokmmtdakopblicmxbrdke33hghsbzlu3 | Bin 0 -> 104327 bytes
 ...blx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py |  54 ++
 ...1cf9b027c564e94375e31d8fb1bcd3.best_config |   1 +
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 ...i3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py | 117 +++
 .../__triton_launcher.so                      | Bin 0 -> 22224 bytes
 .../__grp__triton_poi_fused_mul_silu_0.json   |   1 +
 .../triton_poi_fused_mul_silu_0.cubin         | Bin 0 -> 12776 bytes
 .../triton_poi_fused_mul_silu_0.json          |   1 +
 .../triton_poi_fused_mul_silu_0.llir          | 202 ++++
 .../triton_poi_fused_mul_silu_0.ptx           | 540 +++++++++++
 .../triton_poi_fused_mul_silu_0.ttgir         |  71 ++
 .../triton_poi_fused_mul_silu_0.ttir          |  70 ++
 ...sed__to_copy_add_mean_mul_pow_rsqrt_0.json |   1 +
 ...ed__to_copy_add_mean_mul_pow_rsqrt_0.cubin | Bin 0 -> 16816 bytes
 ...sed__to_copy_add_mean_mul_pow_rsqrt_0.json |   1 +
 ...sed__to_copy_add_mean_mul_pow_rsqrt_0.llir | 368 +++++++
 ...used__to_copy_add_mean_mul_pow_rsqrt_0.ptx | 713 ++++++++++++++
 ...ed__to_copy_add_mean_mul_pow_rsqrt_0.ttgir | 112 +++
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 ..._grp__triton_poi_fused__to_copy_cat_0.json |   1 +
 .../triton_poi_fused__to_copy_cat_0.cubin     | Bin 0 -> 27848 bytes
 .../triton_poi_fused__to_copy_cat_0.json      |   1 +
 .../triton_poi_fused__to_copy_cat_0.llir      | 452 +++++++++
 .../triton_poi_fused__to_copy_cat_0.ptx       | 899 ++++++++++++++++++
 .../triton_poi_fused__to_copy_cat_0.ttgir     | 181 ++++
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 .../__grp__triton_poi_fused_mul_silu_0.json   |   1 +
 .../triton_poi_fused_mul_silu_0.cubin         | Bin 0 -> 7528 bytes
 .../triton_poi_fused_mul_silu_0.json          |   1 +
 .../triton_poi_fused_mul_silu_0.llir          | 107 +++
 .../triton_poi_fused_mul_silu_0.ptx           | 375 ++++++++
 .../triton_poi_fused_mul_silu_0.ttgir         |  71 ++
 .../triton_poi_fused_mul_silu_0.ttir          |  70 ++
 ...sed__to_copy_add_mean_mul_pow_rsqrt_0.json |   1 +
 ...ed__to_copy_add_mean_mul_pow_rsqrt_0.cubin | Bin 0 -> 20784 bytes
 ...sed__to_copy_add_mean_mul_pow_rsqrt_0.json |   1 +
 ...sed__to_copy_add_mean_mul_pow_rsqrt_0.llir | 430 +++++++++
 ...used__to_copy_add_mean_mul_pow_rsqrt_0.ptx | 862 +++++++++++++++++
 ...ed__to_copy_add_mean_mul_pow_rsqrt_0.ttgir | 135 +++
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 .../__triton_launcher.so                      | Bin 0 -> 22224 bytes
 ..._grp__triton_poi_fused__to_copy_cat_1.json |   1 +
 .../triton_poi_fused__to_copy_cat_1.cubin     | Bin 0 -> 15560 bytes
 .../triton_poi_fused__to_copy_cat_1.json      |   1 +
 .../triton_poi_fused__to_copy_cat_1.llir      | 209 ++++
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 .../__triton_launcher.so                      | Bin 0 -> 22224 bytes
 .../cuda_utils.so                             | Bin 0 -> 22952 bytes
 ..._grp__triton_poi_fused__to_copy_cat_0.json |   1 +
 .../triton_poi_fused__to_copy_cat_0.cubin     | Bin 0 -> 16968 bytes
 .../triton_poi_fused__to_copy_cat_0.json      |   1 +
 .../triton_poi_fused__to_copy_cat_0.llir      | 246 +++++
 .../triton_poi_fused__to_copy_cat_0.ptx       | 517 ++++++++++
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 .../__triton_launcher.so                      | Bin 0 -> 22224 bytes
 ..._grp__triton_poi_fused__to_copy_cat_1.json |   1 +
 .../triton_poi_fused__to_copy_cat_1.cubin     | Bin 0 -> 16968 bytes
 .../triton_poi_fused__to_copy_cat_1.json      |   1 +
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 create mode 100644 tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.cubin
 create mode 100644 tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.json
 create mode 100644 tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir
 create mode 100644 tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx
 create mode 100644 tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir
 create mode 100644 tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir
 create mode 100644 tmp/torchinductor_ljp/triton/0/lpxLuwfKH_Xwt6JRB0l_ehEBC0Q5LEVK8-7Bl5-gohw/__triton_launcher.so
 create mode 100644 tmp/torchinductor_ljp/triton/0/q4oIpkjOtdHHfi8xBkm4jC4JWIk5AjKtN8WRkZb8MD8/cuda_utils.so
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.cubin
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.json
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir
 create mode 100644 tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir
 create mode 100644 tmp/torchinductor_ljp/triton/0/suuzU1K1zNgm7zdTsFTMPrvag-uHcXULar44BM_e06E/__triton_launcher.so
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.cubin
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir
 create mode 100644 tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir
 create mode 100644 tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config
 create mode 100644 tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
 create mode 100644 tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py

diff --git a/diffulex/engine/tp_worker.py b/diffulex/engine/tp_worker.py
index 4aa0d14..f916dc9 100755
--- a/diffulex/engine/tp_worker.py
+++ b/diffulex/engine/tp_worker.py
@@ -167,14 +167,19 @@ async def generate_async(
             sampling_params = [sampling_params] * len(prompts)
         # Map internal seq_id -> input index to keep output order stable
         seqid_to_idx = {}
-        for idx, (prompt, sp) in enumerate(zip(prompts, sampling_params)):
-            sid = self.add_request(prompt, sp)
+        # Add all requests concurrently using async
+        add_tasks = [
+            self.add_request_async(prompt, sp) 
+            for prompt, sp in zip(prompts, sampling_params)
+        ]
+        seq_ids = await asyncio.gather(*add_tasks)
+        for idx, sid in enumerate(seq_ids):
             seqid_to_idx[sid] = idx
         outputs = [None] * len(prompts)
         prefill_throughput = decode_throughput = 0.
         n_steps = 0
         n_diff_steps = [-1] * len(prompts)
-        while not self.is_finished():
+        while not await self.is_finished_async():
             t = perf_counter()
             n_steps += 1
             output, num_tokens, is_prefill, cur_n_diff_steps, _ = await self.step_async()
diff --git a/diffulex_kernel/python/dllm_flash_attn.py b/diffulex_kernel/python/dllm_flash_attn.py
index 099ed68..9b2caa3 100644
--- a/diffulex_kernel/python/dllm_flash_attn.py
+++ b/diffulex_kernel/python/dllm_flash_attn.py
@@ -131,7 +131,7 @@ def kernel(
                 for i in T.Parallel(BLOCK_M):
                     scores_max[i] = T.max(scores_max[i], scores_max_prev[i])
                 
-                for i in T.parallel(BLOCK_M):
+                for i in T.Parallel(BLOCK_M):
                     scores_scale[i] = T.exp2(scores_max_prev[i] * SCALE - scores_max[i] * SCALE)
                     
                 for i, j in T.Parallel(BLOCK_M, BLOCK_N):
diff --git a/examples/test_async_inference.py b/examples/test_async_inference.py
index e69de29..217fe5b 100644
--- a/examples/test_async_inference.py
+++ b/examples/test_async_inference.py
@@ -0,0 +1,153 @@
+import argparse
+import os
+import asyncio
+import time
+from pathlib import Path
+import sys
+
+from tqdm import tqdm
+from transformers import AutoTokenizer
+
+from diffulex import Diffulex, SamplingParams
+
+
+# Ensure we import Diffulex from THIS repo, not an installed copy.
+_REPO_ROOT = Path(__file__).resolve().parents[1]
+if str(_REPO_ROOT) not in sys.path:
+    sys.path.insert(0, str(_REPO_ROOT))
+
+
+async def run_async_inference(worker, prompts, sampling_params):
+    """Run async inference using generate_async."""
+    outputs = await worker.generate_async(prompts, sampling_params, use_tqdm=True)
+    return outputs
+
+
+def main() -> None:
+    parser = argparse.ArgumentParser(description="Test async inference with fast_dllm_v2")
+    parser.add_argument(
+        "--model",
+        type=str,
+        default="/data1/ckpts/Efficient-Large-Model/Fast_dLLM_v2_7B",
+        help="Fast_dLLM_v2 model directory",
+    )
+    parser.add_argument(
+        "--prompt",
+        type=str,
+        default="<|im_start|>system\nYou are a helpful assistant.<|im_end|>\n<|im_start|>user\nWhat is 2+2?<|im_end|>\n<|im_start|>assistant\n",
+        help="Input prompt for testing",
+    )
+    parser.add_argument(
+        "--max-tokens",
+        type=int,
+        default=256,
+        help="Maximum tokens to generate",
+    )
+    parser.add_argument(
+        "--temperature",
+        type=float,
+        default=0.0,
+        help="Sampling temperature",
+    )
+    parser.add_argument(
+        "--num-prompts",
+        type=int,
+        default=3,
+        help="Number of prompts to test (will duplicate the prompt)",
+    )
+    parser.add_argument(
+        "--gpu-memory-utilization",
+        type=float,
+        default=0.25,
+        help="GPU memory utilization",
+    )
+    args = parser.parse_args()
+
+    print("=" * 80)
+    print("Testing Async Inference with Fast_dLLM_v2")
+    print("=" * 80)
+    print(f"[model] {args.model}")
+    print(f"[prompt] {args.prompt[:100]}..." if len(args.prompt) > 100 else f"[prompt] {args.prompt}")
+    print(f"[num_prompts] {args.num_prompts}")
+    print(f"[max_tokens] {args.max_tokens}")
+    print(f"[temperature] {args.temperature}")
+    print("=" * 80)
+
+    # Create Diffulex engine for async inference
+    # Diffulex factory returns DiffulexTPWorker when data_parallel_size=1
+    # The worker will handle distributed initialization internally
+    print("\n[Initializing Diffulex engine...]")
+    worker = Diffulex(
+        model=args.model,
+        use_lora=False,
+        model_name="fast_dllm_v2",
+        enforce_eager=True,
+        data_parallel_size=1,
+        tensor_parallel_size=1,
+        gpu_memory_utilization=args.gpu_memory_utilization,
+        max_num_batched_tokens=2048,
+        max_num_seqs=args.num_prompts,
+        max_model_len=2048,
+        kv_cache_layout="unified",
+        decoding_strategy="block_diffusion",
+        mask_token_id=151665,
+        master_addr="127.0.0.1",
+        master_port=2333,
+    )
+
+    tokenizer = AutoTokenizer.from_pretrained(args.model, trust_remote_code=True, use_fast=True)
+
+    # Prepare prompts (can be multiple for batch async inference)
+    prompts = [args.prompt] * args.num_prompts
+    sampling_params = SamplingParams(temperature=args.temperature, max_tokens=args.max_tokens)
+
+    print("\n[Running async inference...]")
+    print("=" * 80)
+
+    # Run async inference
+    try:
+        start_time = time.time()
+        outputs = asyncio.run(run_async_inference(worker, prompts, sampling_params))
+        end_time = time.time()
+
+        elapsed_time = end_time - start_time
+        total_tokens = sum(len(o['token_ids']) for o in outputs)
+
+        print("\n" + "=" * 80)
+        print("[Async Inference Results]")
+        print("=" * 80)
+        print(f"Generated {len(outputs)} outputs")
+        print(f"Total tokens: {total_tokens}")
+        print(f"Total time: {elapsed_time:.2f} seconds")
+        print(f"Average TPS: {total_tokens / elapsed_time:.2f} tok/s")
+        if outputs and 'n_diff_steps' in outputs[0]:
+            avg_diff_steps = sum(o['n_diff_steps'] for o in outputs) / len(outputs)
+            print(f"Average diffusion steps: {avg_diff_steps:.2f}")
+
+        print("\n" + "=" * 80)
+        print("[Individual Results]")
+        print("=" * 80)
+        for idx, output in enumerate(outputs):
+            print(f"\n[Output {idx + 1}/{len(outputs)}]")
+            print(f"Text: {output['text']}")
+            print(f"Token IDs length: {len(output['token_ids'])}")
+            if 'n_diff_steps' in output:
+                print(f"Diffusion steps: {output['n_diff_steps']}")
+            print("-" * 80)
+
+    except Exception as e:
+        print(f"\n[Error during async inference]")
+        print(f"Error: {e}")
+        import traceback
+        traceback.print_exc()
+    finally:
+        # Cleanup
+        print("\n[Cleaning up...]")
+        worker.exit()
+        print("[Done]")
+
+
+if __name__ == "__main__":
+    # Avoid tokenizer parallel warnings in multi-proc.
+    os.environ.setdefault("TOKENIZERS_PARALLELISM", "false")
+    main()
diff --git a/examples/test_fastdllmv2_diffulex_gsm8k.py b/examples/test_fastdllmv2_diffulex_gsm8k.py
index 3950537..110c090 100755
--- a/examples/test_fastdllmv2_diffulex_gsm8k.py
+++ b/examples/test_fastdllmv2_diffulex_gsm8k.py
@@ -40,6 +40,7 @@ def summarize_profiling(csv_path: str) -> dict:
 
 if __name__ == "__main__":
     model = "/data1/ckpts/Efficient-Large-Model/Fast_dLLM_v2_7B"
+    local_data_path = "/data1/LargeData/gsm8k"
     LLM = Diffulex(
         model,
         use_lora=False,
@@ -49,7 +50,7 @@ def summarize_profiling(csv_path: str) -> dict:
         tensor_parallel_size=1,
         gpu_memory_utilization=0.25,
         max_num_batched_tokens=2048,
-        max_num_seqs=20,
+        max_num_seqs=1,
         max_model_len=2048,
         kv_cache_layout="unified",
         decoding_strategy="block_diffusion",
@@ -58,13 +59,14 @@ def summarize_profiling(csv_path: str) -> dict:
     tokenizer = AutoTokenizer.from_pretrained(model, trust_remote_code=True)
     sampling_params = SamplingParams(temperature=0.0, max_tokens=256)
     
-    dataset = load_dataset("gsm8k", "main", split="test")["question"][:10]
+    # dataset = load_dataset("gsm8k", "main", split="test")["question"][:10]
+    dataset = load_dataset(local_data_path, "main", split="test", trust_remote_code=True)["question"][:10]
     prompts = [
         FEW_SHOTS + f"<|im_start|>user\nQuestion: {question}\nAnswer:<|im_end|>\n<|im_start|>assistant\n"
         for question in tqdm(dataset)
     ]
     
-    output_file = "log/profiles/perf_dvllm_dream_7B.json"
+    output_file = "log/profiles/perf_dvllm_fastdllmv2_7B.json"
     if os.path.exists(output_file):
         os.remove(output_file)
     # with VizTracer(output_file=output_file, file_info=True) as tracer:
diff --git a/tmp/tmp15deta9o.cu b/tmp/tmp15deta9o.cu
new file mode 100644
index 0000000..ffcf278
--- /dev/null
+++ b/tmp/tmp15deta9o.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[256];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 256; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 4; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 4; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 8) + (i_9 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 256; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 8) + (i_13 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 128; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 128; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 64; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 5) * 8192) + (((i_19 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 128; ++i_20) {
+    if (((((int)blockIdx.x) * 128) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_20) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp15deta9o.so b/tmp/tmp15deta9o.so
new file mode 100755
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diff --git a/tmp/tmp34kubzd3.cu b/tmp/tmp34kubzd3.cu
new file mode 100644
index 0000000..293c993
--- /dev/null
+++ b/tmp/tmp34kubzd3.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[128];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 16; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 128; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 16; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 8) + (i_13 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 4; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 8) + (i_17 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 4; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 16; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 128; ++i_22) {
+      float condval_2;
+      if ((((36 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 8) + (i_25 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 4; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 128; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 4; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 8) + (i_29 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 4; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 64; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 128; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 128; ++i_33) {
+      float condval_3;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 4; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 4; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 4; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 8) + (i_36 * 2)) + (rv_4 >> 4))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 4; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 4; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 128; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 4; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 8) + (i_40 * 2)) + (rv_5 >> 4))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 4; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 64; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 128; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 128; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 64; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 16384) + (((i_45 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 128; ++i_46) {
+    if ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp3dplo__x.cu b/tmp/tmp3dplo__x.cu
new file mode 100644
index 0000000..7baa5e6
--- /dev/null
+++ b/tmp/tmp3dplo__x.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[64];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 4) + (i_11 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 64; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 4) + (i_15 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 2; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 64; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      float condval_2;
+      if ((((20 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 16) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 128) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 2; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 2; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 4) + (i_23 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 64; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 4) + (i_27 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 2; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 32; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 64; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 64; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 32; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 64; ++i_33) {
+    if (((((int)blockIdx.x) * 64) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_33) + cu_seqlens_q[0])) {
+        if ((((i_33 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 81920);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 81920, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 81920, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp427efxrs.cu b/tmp/tmp427efxrs.cu
new file mode 100644
index 0000000..8f07318
--- /dev/null
+++ b/tmp/tmp427efxrs.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[256];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 256; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 8; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 8; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 16) + (i_9 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 256; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 16) + (i_13 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 8; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 128; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 4) * 32) + (((i_15 & 3) >> 1) * 16)) + (((i_15 & 15) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 256; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 15) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 49152)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 256; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 128; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 6) * 16384) + (((i_19 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 256; ++i_20) {
+    if (((((int)blockIdx.x) * 256) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_20) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp427efxrs.so b/tmp/tmp427efxrs.so
new file mode 100755
index 0000000000000000000000000000000000000000..f429513c65455b4aecbf50dca838a0a654cdd7a6
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diff --git a/tmp/tmp4rk1do60.cu b/tmp/tmp4rk1do60.cu
new file mode 100644
index 0000000..366db75
--- /dev/null
+++ b/tmp/tmp4rk1do60.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[32];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[32];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 16; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 8; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 8; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 4) + (i_11 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 32; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 4) + (i_15 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 2; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 64; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 8; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 32; ++i_20) {
+      float condval_2;
+      if ((((12 <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 2; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 2; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 4) + (i_23 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 32; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 4) + (i_27 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 2; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 16; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 64; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 64; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 32; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((i_32 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 64; ++i_33) {
+    if ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp4x1qukay.cu b/tmp/tmp4x1qukay.cu
new file mode 100644
index 0000000..7c4311a
--- /dev/null
+++ b/tmp/tmp4x1qukay.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[128];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((192 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((192 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 64; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 128; ++i_9) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 64; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 4) + (i_13 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 2; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 4) + (i_17 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 2; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 64; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 128; ++i_22) {
+      float condval_2;
+      if ((((68 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768)])), (&(acc_score[0])));
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 4) + (i_25 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 2; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 128; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 2; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 4) + (i_29 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 2; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 64; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 64; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
+    }
+  }
+  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 128; ++i_33) {
+      float condval_3;
+      if ((((36 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 2; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 2; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 2; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 4) + (i_36 * 2)) + (rv_4 >> 5))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 2; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 2; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 128; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 2; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 4) + (i_40 * 2)) + (rv_5 >> 5))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 2; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 64; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 64; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 64; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 32; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 64; ++i_46) {
+    if (((((int)blockIdx.x) * 64) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_46) + cu_seqlens_q[0])) {
+        if ((((i_46 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 278528);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 278528, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 278528, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp5jh6wryd.cu b/tmp/tmp5jh6wryd.cu
new file mode 100644
index 0000000..05bcc36
--- /dev/null
+++ b/tmp/tmp5jh6wryd.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[64];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 8; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 8; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 8) + (i_11 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 64; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 8) + (i_15 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 4; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 128; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 8; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      float condval_2;
+      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 4; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 4; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 8) + (i_23 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 64; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 8) + (i_27 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 4; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 32; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 128; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 128; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 64; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 5) * 16384) + (((i_32 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 128; ++i_33) {
+    if ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp642fbnoj.cu b/tmp/tmp642fbnoj.cu
new file mode 100644
index 0000000..9461cc1
--- /dev/null
+++ b/tmp/tmp642fbnoj.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[64];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 8) + (i_11 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 64; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 8) + (i_15 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 4; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 128; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      float condval_2;
+      if ((((12 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_20 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 4; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 4; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 8) + (i_23 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 64; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 8) + (i_27 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 4; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 32; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 128; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 128; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 64; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 5) * 8192) + (((i_32 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 128; ++i_33) {
+    if (((((int)blockIdx.x) * 128) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_33) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 8192) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp6k8r9167.cu b/tmp/tmp6k8r9167.cu
new file mode 100644
index 0000000..53cf1c3
--- /dev/null
+++ b/tmp/tmp6k8r9167.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[512];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[512];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 256; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 512; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 8; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 8; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 16) + (i_9 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 512; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 16) + (i_13 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 8; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 256; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 4) * 32) + (((i_15 & 3) >> 1) * 16)) + (((i_15 & 15) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 256; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 15) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 256; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 128; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 6) * 16384) + (((i_19 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 256; ++i_20) {
+    if (((((int)blockIdx.x) * 256) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_20) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp6y6dm5x6.cu b/tmp/tmp6y6dm5x6.cu
new file mode 100644
index 0000000..c93edd5
--- /dev/null
+++ b/tmp/tmp6y6dm5x6.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[64];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      float condval_2;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 2; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 2; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 4) + (i_9 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 64; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 4) + (i_13 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 32; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 64; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 32; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 64; ++i_20) {
+    if (((((int)blockIdx.x) * 64) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_20) + cu_seqlens_q[0])) {
+        if ((((i_20 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 81920);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 81920, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 81920, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp79q0jt0t.cu b/tmp/tmp79q0jt0t.cu
new file mode 100644
index 0000000..7a024c1
--- /dev/null
+++ b/tmp/tmp79q0jt0t.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[128];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 128; ++i_7) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 64; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 4) + (i_11 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 128; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 4) + (i_15 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 2; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 64; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      float condval_2;
+      if ((((36 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 2; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 2; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 4) + (i_23 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 128; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 4) + (i_27 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 2; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 64; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 64; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 64; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 32; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 64; ++i_33) {
+    if (((((int)blockIdx.x) * 64) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_33) + cu_seqlens_q[0])) {
+        if ((((i_33 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 147456);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 147456, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 147456, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp79q0jt0t.so b/tmp/tmp79q0jt0t.so
new file mode 100755
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diff --git a/tmp/tmp7grvc_ul.cu b/tmp/tmp7grvc_ul.cu
new file mode 100644
index 0000000..86198c1
--- /dev/null
+++ b/tmp/tmp7grvc_ul.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[64];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 4) + (i_11 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 64; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 4) + (i_15 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 2; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 64; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      float condval_2;
+      if ((((20 <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 2; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 2; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 4) + (i_23 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 64; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 4) + (i_27 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 2; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 32; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 64; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 64; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 32; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 64; ++i_33) {
+    if ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp7nr2bbxv.cu b/tmp/tmp7nr2bbxv.cu
new file mode 100644
index 0000000..8f2ef37
--- /dev/null
+++ b/tmp/tmp7nr2bbxv.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[128];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 128; ++i_6) {
+      float condval_2;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 2; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 2; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 4) + (i_9 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 128; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 4) + (i_13 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 64; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 64; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 32; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 64; ++i_20) {
+    if ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp8601coyg.cu b/tmp/tmp8601coyg.cu
new file mode 100644
index 0000000..62e4a24
--- /dev/null
+++ b/tmp/tmp8601coyg.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[64];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 16; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 64; ++i_9) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 16; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 4) + (i_13 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 2; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 4) + (i_17 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 2; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 16; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 64; ++i_22) {
+      float condval_2;
+      if ((((36 <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 4) + (i_25 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 2; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 64; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 2; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 4) + (i_29 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 2; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 32; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 64; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 64; ++i_33) {
+      float condval_3;
+      if ((((20 <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 2; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 2; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 2; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 4) + (i_36 * 2)) + (rv_4 >> 4))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 2; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 2; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 64; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 2; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 4) + (i_40 * 2)) + (rv_5 >> 4))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 2; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 32; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 64; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 64; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 32; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 64; ++i_46) {
+    if ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp_10p01y1.cu b/tmp/tmp_10p01y1.cu
new file mode 100644
index 0000000..c12a40f
--- /dev/null
+++ b/tmp/tmp_10p01y1.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[64];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 16; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 64; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 8192)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 16; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 8) + (i_13 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 4; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 8) + (i_17 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 4; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 16384)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 16; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 64; ++i_22) {
+      float condval_2;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_22 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 8) + (i_25 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 4; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 64; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 4; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 8) + (i_29 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 4; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 32; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 128; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 16384)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 64; ++i_33) {
+      float condval_3;
+      if ((((12 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_33 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 4; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 4; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 4; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 8) + (i_36 * 2)) + (rv_4 >> 3))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 4; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 4; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 64; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 4; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 8) + (i_40 * 2)) + (rv_5 >> 3))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 4; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 32; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 128; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 16384)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 128; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 64; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 8192) + (((i_45 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 128; ++i_46) {
+    if (((((int)blockIdx.x) * 128) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_46) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmp_10p01y1.so b/tmp/tmp_10p01y1.so
new file mode 100755
index 0000000000000000000000000000000000000000..a50b6788871720467c09ff9ccdea1445a92437c8
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HcmV?d00001

diff --git a/tmp/tmpb200fj9x.cu b/tmp/tmpb200fj9x.cu
new file mode 100644
index 0000000..93b336e
--- /dev/null
+++ b/tmp/tmpb200fj9x.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[64];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 4; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 4; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 8) + (i_9 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 64; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 8) + (i_13 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 32; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 24576)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 128; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 64; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 5) * 8192) + (((i_19 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 128; ++i_20) {
+    if (((((int)blockIdx.x) * 128) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_20) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 8192) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpbu_vju2_.cu b/tmp/tmpbu_vju2_.cu
new file mode 100644
index 0000000..0af5986
--- /dev/null
+++ b/tmp/tmpbu_vju2_.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[512];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_scale[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[512];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 256; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 512; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 64; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 8; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 16) + (i_11 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 8; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 512; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 8; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 16) + (i_15 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 8; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 256; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 4) * 32) + (((i_17 & 3) >> 1) * 16)) + (((i_17 & 15) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 256; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 15) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 512; ++i_20) {
+      float condval_2;
+      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_20 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_20 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 8; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 8; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 8; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 16) + (i_23 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 8; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 8; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 512; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 8; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 16) + (i_27 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 8; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 256; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 4) * 32) + (((i_29 & 3) >> 1) * 16)) + (((i_29 & 15) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 256; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 15) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 256; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 128; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 6) * 16384) + (((i_32 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 256; ++i_33) {
+    if (((((int)blockIdx.x) * 256) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_33) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpcmwrfd49.cu b/tmp/tmpcmwrfd49.cu
new file mode 100644
index 0000000..14517be
--- /dev/null
+++ b/tmp/tmpcmwrfd49.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[128];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 128; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 8) + (i_11 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 128; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 8) + (i_15 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 4; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 128; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      float condval_2;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 4; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 4; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 8) + (i_23 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 128; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 8) + (i_27 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 4; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 64; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 128; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 128; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 64; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 5) * 16384) + (((i_32 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 128; ++i_33) {
+    if ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpcmwrfd49.so b/tmp/tmpcmwrfd49.so
new file mode 100755
index 0000000000000000000000000000000000000000..0ceb2862bad17842a102db5c1fa3fccb8d84bfcf
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diff --git a/tmp/tmpd_c8sbu0.cu b/tmp/tmpd_c8sbu0.cu
new file mode 100644
index 0000000..8424bbf
--- /dev/null
+++ b/tmp/tmpd_c8sbu0.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[256];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 256; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 64; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 8) + (i_11 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 256; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 8) + (i_15 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 4; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 128; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 128; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 256; ++i_20) {
+      float condval_2;
+      if ((((36 <= ((((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_20 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 4; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 4; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 8) + (i_23 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 256; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 8) + (i_27 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 4; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 128; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 128; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 128; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 64; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 5) * 8192) + (((i_32 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 128; ++i_33) {
+    if (((((int)blockIdx.x) * 128) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_33) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpf2heg3j3.cu b/tmp/tmpf2heg3j3.cu
new file mode 100644
index 0000000..f102780
--- /dev/null
+++ b/tmp/tmpf2heg3j3.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[512];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_scale[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[512];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 256; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 64; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 512; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 64; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 8; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 16) + (i_13 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 8; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 8; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 512; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 8; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 16) + (i_17 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 8; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 256; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 4) * 32) + (((i_19 & 3) >> 1) * 16)) + (((i_19 & 15) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 256; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 15) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 64; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 512; ++i_22) {
+      float condval_2;
+      if ((((68 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_22 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_22 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 8; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 8; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 8; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 16) + (i_25 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 8; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 8; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 512; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 8; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 16) + (i_29 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 8; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 256; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 4) * 32) + (((i_31 & 3) >> 1) * 16)) + (((i_31 & 15) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 256; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 15) >> 1)]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 512; ++i_33) {
+      float condval_3;
+      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_33 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_33 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 8; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 8; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 8; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 16) + (i_36 * 2)) + (rv_4 >> 5))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 8; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 8; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 512; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 8; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 16) + (i_40 * 2)) + (rv_5 >> 5))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 8; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 256; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 4) * 32) + (((i_42 & 3) >> 1) * 16)) + (((i_42 & 15) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 256; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 15) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 256; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 128; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 6) * 16384) + (((i_45 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 256; ++i_46) {
+    if (((((int)blockIdx.x) * 256) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_46) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 327680);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 327680, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 327680, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpf2heg3j3.so b/tmp/tmpf2heg3j3.so
new file mode 100755
index 0000000000000000000000000000000000000000..0ee17a45ff01a0fa50448b862c6bacff570a4af5
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V-{?O1#sBdA_LoPa14e&N{vRc29kc)d

literal 0
HcmV?d00001

diff --git a/tmp/tmpfcyy5clt.cu b/tmp/tmpfcyy5clt.cu
new file mode 100644
index 0000000..e1ab974
--- /dev/null
+++ b/tmp/tmpfcyy5clt.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[128];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 128; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 32; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 8) + (i_13 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 4; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 8) + (i_17 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 4; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 32; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 128; ++i_22) {
+      float condval_2;
+      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_22 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 8) + (i_25 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 4; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 128; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 4; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 8) + (i_29 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 4; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 64; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 128; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 128; ++i_33) {
+      float condval_3;
+      if ((((20 <= (((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_33 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 4; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 4; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 4; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 8) + (i_36 * 2)) + (rv_4 >> 4))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 4; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 4; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 128; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 4; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 8) + (i_40 * 2)) + (rv_5 >> 4))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 4; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 64; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 128; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 128; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 64; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 8192) + (((i_45 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 128; ++i_46) {
+    if (((((int)blockIdx.x) * 128) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_46) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpfg4gxjxp.cu b/tmp/tmpfg4gxjxp.cu
new file mode 100644
index 0000000..1423ac4
--- /dev/null
+++ b/tmp/tmpfg4gxjxp.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[128];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 128; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 8) + (i_11 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 128; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 8) + (i_15 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 4; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 128; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      float condval_2;
+      if ((((20 <= (((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_20 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 4; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 4; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 8) + (i_23 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 128; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 8) + (i_27 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 4; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 64; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 128; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 128; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 64; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 5) * 8192) + (((i_32 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 128; ++i_33) {
+    if (((((int)blockIdx.x) * 128) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_33) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpfg4gxjxp.so b/tmp/tmpfg4gxjxp.so
new file mode 100755
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diff --git a/tmp/tmpgg85kaa3.cu b/tmp/tmpgg85kaa3.cu
new file mode 100644
index 0000000..4bcff66
--- /dev/null
+++ b/tmp/tmpgg85kaa3.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[128];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 128; ++i_7) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 4) + (i_11 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 128; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 4) + (i_15 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 2; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 64; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      float condval_2;
+      if ((((36 <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 2; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 2; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 4) + (i_23 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 128; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 4) + (i_27 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 2; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 64; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 64; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 64; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 32; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 64; ++i_33) {
+    if ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpgg85kaa3.so b/tmp/tmpgg85kaa3.so
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diff --git a/tmp/tmphk2_hfo1.cu b/tmp/tmphk2_hfo1.cu
new file mode 100644
index 0000000..dc2b4e5
--- /dev/null
+++ b/tmp/tmphk2_hfo1.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[128];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 128; ++i_9) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 32; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 4) + (i_13 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 2; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 4) + (i_17 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 2; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 32; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 128; ++i_22) {
+      float condval_2;
+      if ((((68 <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768)])), (&(acc_score[0])));
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 4) + (i_25 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 2; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 128; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 2; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 4) + (i_29 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 2; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 64; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 64; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 128; ++i_33) {
+      float condval_3;
+      if ((((36 <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 2; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 2; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 2; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 4) + (i_36 * 2)) + (rv_4 >> 5))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 2; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 2; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 128; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 2; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 4) + (i_40 * 2)) + (rv_5 >> 5))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 2; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 64; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 64; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 64; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 32; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 64; ++i_46) {
+    if ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 294912);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 294912, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 294912, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmphk2_hfo1.so b/tmp/tmphk2_hfo1.so
new file mode 100755
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R^QXVoe&zA#fYCpX{vU@I^<@A6

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diff --git a/tmp/tmphl_px3zk.cu b/tmp/tmphl_px3zk.cu
new file mode 100644
index 0000000..aaa9a97
--- /dev/null
+++ b/tmp/tmphl_px3zk.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[64];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 8; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 4; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 4; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 8) + (i_9 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 64; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 8) + (i_13 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 32; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 8; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 40960)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 128; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 64; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 5) * 16384) + (((i_19 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 128; ++i_20) {
+    if ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmphrjgyz1l.cu b/tmp/tmphrjgyz1l.cu
new file mode 100644
index 0000000..f2dd0cd
--- /dev/null
+++ b/tmp/tmphrjgyz1l.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[128];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 128; ++i_6) {
+      float condval_2;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 2; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 2; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 4) + (i_9 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 128; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 4) + (i_13 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 64; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 64; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 32; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 64; ++i_20) {
+    if (((((int)blockIdx.x) * 64) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_20) + cu_seqlens_q[0])) {
+        if ((((i_20 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 147456);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 147456, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 147456, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpi1290oss.cu b/tmp/tmpi1290oss.cu
new file mode 100644
index 0000000..cb26324
--- /dev/null
+++ b/tmp/tmpi1290oss.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[128];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 128; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 8; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 8; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 16) + (i_9 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 128; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 16) + (i_13 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 8; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 64; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 4) * 32) + (((i_15 & 3) >> 1) * 16)) + (((i_15 & 15) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 256; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 15) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 40960)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 256; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 128; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 6) * 16384) + (((i_19 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 256; ++i_20) {
+    if (((((int)blockIdx.x) * 256) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_20) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpi6f1f8ej.cu b/tmp/tmpi6f1f8ej.cu
new file mode 100644
index 0000000..5634c6c
--- /dev/null
+++ b/tmp/tmpi6f1f8ej.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[64];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      float condval_2;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 2; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 2; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 4) + (i_9 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 64; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 4) + (i_13 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 32; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 64; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 32; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 64; ++i_20) {
+    if ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpjytyp86s.cu b/tmp/tmpjytyp86s.cu
new file mode 100644
index 0000000..3fa93be
--- /dev/null
+++ b/tmp/tmpjytyp86s.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[32];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[32];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 16; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 8; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 8; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 8; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 32; ++i_9) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 8192)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 4) + (i_13 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 32; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 2; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 4) + (i_17 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 2; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 16384)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 8; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 32; ++i_22) {
+      float condval_2;
+      if ((((20 <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 4) + (i_25 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 2; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 32; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 2; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 4) + (i_29 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 2; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 16; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 64; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 16384)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 32; ++i_33) {
+      float condval_3;
+      if ((((12 <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 2; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 2; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 2; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 4) + (i_36 * 2)) + (rv_4 >> 3))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 2; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 2; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 32; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 2; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 4) + (i_40 * 2)) + (rv_5 >> 3))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 2; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 16; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 64; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 16384)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 64; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 32; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 64; ++i_46) {
+    if ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpjytyp86s.so b/tmp/tmpjytyp86s.so
new file mode 100755
index 0000000000000000000000000000000000000000..e3c134ca5cf34c6d472fe55902f2e0be4919cb4c
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diff --git a/tmp/tmpk_qikd_2.cu b/tmp/tmpk_qikd_2.cu
new file mode 100644
index 0000000..e0829f3
--- /dev/null
+++ b/tmp/tmpk_qikd_2.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[128];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_scale[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 128; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 8; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 16) + (i_11 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 8; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 128; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 8; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 16) + (i_15 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 8; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 64; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 4) * 32) + (((i_17 & 3) >> 1) * 16)) + (((i_17 & 15) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 256; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 15) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      float condval_2;
+      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 8; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 8; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 8; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 16) + (i_23 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 8; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 8; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 128; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 8; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 16) + (i_27 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 8; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 64; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 4) * 32) + (((i_29 & 3) >> 1) * 16)) + (((i_29 & 15) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 256; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 15) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 256; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 128; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 6) * 16384) + (((i_32 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 256; ++i_33) {
+    if (((((int)blockIdx.x) * 256) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_33) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpk_qikd_2.so b/tmp/tmpk_qikd_2.so
new file mode 100755
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diff --git a/tmp/tmpkj0uy3qx.cu b/tmp/tmpkj0uy3qx.cu
new file mode 100644
index 0000000..a7303fe
--- /dev/null
+++ b/tmp/tmpkj0uy3qx.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[32];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[32];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 8192)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 16; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      float condval_2;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[8192])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 2; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 2; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 4) + (i_9 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 32; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 4) + (i_13 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 16; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 64; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 32; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 16384)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 64; ++i_20) {
+    if (((((int)blockIdx.x) * 64) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_20) + cu_seqlens_q[0])) {
+        if ((((i_20 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 16384)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 49152);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 49152, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 49152, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpmtg2mkik.cu b/tmp/tmpmtg2mkik.cu
new file mode 100644
index 0000000..7f47e98
--- /dev/null
+++ b/tmp/tmpmtg2mkik.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[32];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[32];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 16; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 16; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 32; ++i_9) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 8192)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 16; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 4) + (i_13 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 32; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 2; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 4) + (i_17 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 2; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 16384)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 16; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 32; ++i_22) {
+      float condval_2;
+      if ((((20 <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 4) + (i_25 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 2; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 32; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 2; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 4) + (i_29 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 2; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 16; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 64; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 16384)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 32; ++i_33) {
+      float condval_3;
+      if ((((12 <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 2; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 2; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 2; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 4) + (i_36 * 2)) + (rv_4 >> 3))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 2; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 2; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 32; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 2; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 4) + (i_40 * 2)) + (rv_5 >> 3))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 2; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 16; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 64; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 16384)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 64; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 32; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 64; ++i_46) {
+    if (((((int)blockIdx.x) * 64) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_46) + cu_seqlens_q[0])) {
+        if ((((i_46 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 81920);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 81920, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 81920, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpne7q0z5j.cu b/tmp/tmpne7q0z5j.cu
new file mode 100644
index 0000000..6b2a8d2
--- /dev/null
+++ b/tmp/tmpne7q0z5j.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[256];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_scale[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 256; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 32; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 8; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 16) + (i_13 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 8; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 8; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 256; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 8; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 16) + (i_17 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 8; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 128; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 4) * 32) + (((i_19 & 3) >> 1) * 16)) + (((i_19 & 15) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 256; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 15) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 32; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 256; ++i_22) {
+      float condval_2;
+      if ((((36 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 8; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 8; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 8; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 16) + (i_25 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 8; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 8; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 256; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 8; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 16) + (i_29 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 8; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 128; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 4) * 32) + (((i_31 & 3) >> 1) * 16)) + (((i_31 & 15) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 256; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 15) >> 1)]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 256; ++i_33) {
+      float condval_3;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 8; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 8; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 8; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 16) + (i_36 * 2)) + (rv_4 >> 4))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 8; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 8; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 256; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 8; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 16) + (i_40 * 2)) + (rv_5 >> 4))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 8; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 128; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 4) * 32) + (((i_42 & 3) >> 1) * 16)) + (((i_42 & 15) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 256; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 15) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 256; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 128; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 6) * 16384) + (((i_45 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 256; ++i_46) {
+    if (((((int)blockIdx.x) * 256) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_46) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpoz69tznq.cu b/tmp/tmpoz69tznq.cu
new file mode 100644
index 0000000..9b7b6c1
--- /dev/null
+++ b/tmp/tmpoz69tznq.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[256];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 256; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 32; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 8) + (i_13 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 256; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 4; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 8) + (i_17 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 4; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 128; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 32; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 256; ++i_22) {
+      float condval_2;
+      if ((((68 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 8) + (i_25 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 4; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 256; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 4; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 8) + (i_29 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 4; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 128; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 128; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
+    }
+  }
+  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 256; ++i_33) {
+      float condval_3;
+      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 4; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 4; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 4; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 8) + (i_36 * 2)) + (rv_4 >> 5))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 4; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 4; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 256; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 4; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 8) + (i_40 * 2)) + (rv_5 >> 5))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 4; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 128; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 128; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 128; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 64; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 16384) + (((i_45 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 128; ++i_46) {
+    if ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 327680);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 327680, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 327680, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpqk0dd0yg.cu b/tmp/tmpqk0dd0yg.cu
new file mode 100644
index 0000000..9a153be
--- /dev/null
+++ b/tmp/tmpqk0dd0yg.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[128];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 128; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 4; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 4; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 8) + (i_9 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 128; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 8) + (i_13 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 64; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 128; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 64; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 5) * 8192) + (((i_19 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 128; ++i_20) {
+    if (((((int)blockIdx.x) * 128) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_20) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpqk0dd0yg.so b/tmp/tmpqk0dd0yg.so
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diff --git a/tmp/tmpskavlii5.cu b/tmp/tmpskavlii5.cu
new file mode 100644
index 0000000..9b61f67
--- /dev/null
+++ b/tmp/tmpskavlii5.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[32];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[32];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 16; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 8; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      float condval_2;
+      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 2; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 2; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 4) + (i_9 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 32; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 4) + (i_13 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 16; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 8; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 24576)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 64; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 32; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((i_19 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 64; ++i_20) {
+    if ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpskavlii5.so b/tmp/tmpskavlii5.so
new file mode 100755
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literal 0
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diff --git a/tmp/tmpslfks9hf.cu b/tmp/tmpslfks9hf.cu
new file mode 100644
index 0000000..42663af
--- /dev/null
+++ b/tmp/tmpslfks9hf.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[256];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 256; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 8) + (i_11 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 256; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 8) + (i_15 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 4; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 128; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 128; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 256; ++i_20) {
+      float condval_2;
+      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 4; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 4; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 8) + (i_23 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 256; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 8) + (i_27 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 4; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 128; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 128; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 128; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 64; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 5) * 16384) + (((i_32 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 128; ++i_33) {
+    if ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpt8q3rrwc.cu b/tmp/tmpt8q3rrwc.cu
new file mode 100644
index 0000000..a710641
--- /dev/null
+++ b/tmp/tmpt8q3rrwc.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[32];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[32];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 16; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 2; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 2; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 4) + (i_11 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 32; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 4) + (i_15 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 2; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 64; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[8192])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 16; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 32; ++i_20) {
+      float condval_2;
+      if ((((12 <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 2; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 2; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 4) + (i_23 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 32; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 4) + (i_27 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 2; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 16; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 64; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
+    }
+  }
+  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[8192])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 64; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 32; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 16384)) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 64; ++i_33) {
+    if (((((int)blockIdx.x) * 64) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_33) + cu_seqlens_q[0])) {
+        if ((((i_33 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 16384)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 49152);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 49152, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 49152, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpt8q3rrwc.so b/tmp/tmpt8q3rrwc.so
new file mode 100755
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diff --git a/tmp/tmpu1cfq2k3.cu b/tmp/tmpu1cfq2k3.cu
new file mode 100644
index 0000000..7f7f6fd
--- /dev/null
+++ b/tmp/tmpu1cfq2k3.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[256];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 64; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 64; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 64; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 64; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 256; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 64; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 8) + (i_13 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 256; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 4; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 8) + (i_17 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 4; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 128; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 64; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 256; ++i_22) {
+      float condval_2;
+      if ((((68 <= ((((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_22 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768)])), (&(acc_score[0])));
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 8) + (i_25 * 2)) + (rv_2 >> 5))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 4; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 256; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 4; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 8) + (i_29 * 2)) + (rv_3 >> 5))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 4; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 128; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 128; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
+    }
+  }
+  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 256; ++i_33) {
+      float condval_3;
+      if ((((36 <= ((((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_33 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768)])), (&(acc_score[0])));
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 4; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 4; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 4; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 8) + (i_36 * 2)) + (rv_4 >> 5))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 4; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 4; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 256; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 4; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 8) + (i_40 * 2)) + (rv_5 >> 5))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 4; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 128; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 128; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
+    }
+  }
+  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 128; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 64; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 8192) + (((i_45 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 128; ++i_46) {
+    if (((((int)blockIdx.x) * 128) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 128) + i_46) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 2) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 294912);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 294912, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 294912, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpwbb7n87m.cu b/tmp/tmpwbb7n87m.cu
new file mode 100644
index 0000000..ca7b953
--- /dev/null
+++ b/tmp/tmpwbb7n87m.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[64];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_scale[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 8; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 8; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 8; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 8; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 114688), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 64; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 4; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 8) + (i_13 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 4; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 4; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 8) + (i_17 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 4; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 128; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 49152)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 8; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 64; ++i_22) {
+      float condval_2;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 32768)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 4; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 4; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 4; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 8) + (i_25 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 4; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 4; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 64; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 4; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 8) + (i_29 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 4; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 32; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 128; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 49152)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 64; ++i_33) {
+      float condval_3;
+      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 32768)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 4; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 4; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 4; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 8) + (i_36 * 2)) + (rv_4 >> 3))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 4; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 4; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 64; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 4; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 8) + (i_40 * 2)) + (rv_5 >> 3))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 4; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 32; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 128; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 49152)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 128; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 64; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 5) * 16384) + (((i_45 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 128; ++i_46) {
+    if ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpwp6c_zbs.cu b/tmp/tmpwp6c_zbs.cu
new file mode 100644
index 0000000..fcb90c8
--- /dev/null
+++ b/tmp/tmpwp6c_zbs.cu
@@ -0,0 +1,304 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[256];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_scale[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 256; ++i_7) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_7] = condval_1;
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 8; ++i_9) {
+      scores_max_prev[i_9] = scores_max[i_9];
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 8; ++i_10) {
+      scores_max[i_10] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 16) + (i_11 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 8; ++i_12) {
+      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 256; ++i_14) {
+      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 8; ++i_15) {
+      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 16) + (i_15 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 8; ++i_16) {
+      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 128; ++i_17) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 4) * 32) + (((i_17 & 3) >> 1) * 16)) + (((i_17 & 15) >> 2) * 4)) + ((i_17 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 256; ++i_18) {
+      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 15) >> 1)]);
+    }
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 256; ++i_20) {
+      float condval_2;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_20] = condval_2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<1>();
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 8; ++i_21) {
+      scores_max_prev[i_21] = scores_max[i_21];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 8; ++i_22) {
+      scores_max[i_22] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 8; ++i_23) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 16) + (i_23 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 8; ++i_24) {
+      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 8; ++i_25) {
+      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 256; ++i_26) {
+      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 8; ++i_27) {
+      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 16) + (i_27 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 8; ++i_28) {
+      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 128; ++i_29) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 4) * 32) + (((i_29 & 3) >> 1) * 16)) + (((i_29 & 15) >> 2) * 4)) + ((i_29 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 256; ++i_30) {
+      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 15) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<0>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_31 = 0; i_31 < 256; ++i_31) {
+    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_32 = 0; i_32 < 128; ++i_32) {
+    uint1 __3;
+    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 6) * 16384) + (((i_32 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_33 = 0; i_33 < 256; ++i_33) {
+    if (((((int)blockIdx.x) * 256) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_33) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpxtnw0830.cu b/tmp/tmpxtnw0830.cu
new file mode 100644
index 0000000..e4df8f4
--- /dev/null
+++ b/tmp/tmpxtnw0830.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[128];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 128; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 4; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 4; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 8) + (i_9 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 128; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 8) + (i_13 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 64; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 16; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 49152)) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 128; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 64; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 5) * 16384) + (((i_19 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 128; ++i_20) {
+    if ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpyb0qesmg.cu b/tmp/tmpyb0qesmg.cu
new file mode 100644
index 0000000..5d0ff67
--- /dev/null
+++ b/tmp/tmpyb0qesmg.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[64];
+  float acc_score[64];
+  float log_sum[2];
+  float scores_max[2];
+  float scores_max_prev[2];
+  float scores_scale[2];
+  float scores_sum[2];
+  bfloat16_t acc_score_cast[64];
+  #pragma unroll
+  for (int i = 0; i < 16; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 32; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 32; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 2; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 2; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 32; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 32; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 32; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 64; ++i_9) {
+      float condval_1;
+      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 32; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 2; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 2; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 2; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 32; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 4) + (i_13 * 2)) + (rv >> 4))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 2; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 2; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 64; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 2; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 4) + (i_17 * 2)) + (rv_1 >> 4))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 2; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 32; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 64; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 32; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 64; ++i_22) {
+      float condval_2;
+      if ((((36 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 16) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 128) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) & 255) >> 7) * 16384)])), (&(acc_score[0])));
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 2; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 2; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 2; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 4) + (i_25 * 2)) + (rv_2 >> 4))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 2; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 2; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 64; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 2; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 4) + (i_29 * 2)) + (rv_3 >> 4))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 2; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 32; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 64; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
+    }
+  }
+  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) & 255) >> 7) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 64; ++i_33) {
+      float condval_3;
+      if ((((20 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 16) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 128) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) + 1) & 1) * 16384)])), (&(acc_score[0])));
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 2; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 2; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 2; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 4) + (i_36 * 2)) + (rv_4 >> 4))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 2; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 2; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 64; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 2; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 4) + (i_40 * 2)) + (rv_5 >> 4))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 2; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 32; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 64; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
+    }
+  }
+  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 64; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 32; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 64; ++i_46) {
+    if (((((int)blockIdx.x) * 64) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 64) + i_46) + cu_seqlens_q[0])) {
+        if ((((i_46 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 147456);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 147456, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 147456, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpyb0qesmg.so b/tmp/tmpyb0qesmg.so
new file mode 100755
index 0000000000000000000000000000000000000000..393579d334e65e6881ffbd00b1e2b2214e2e16aa
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diff --git a/tmp/tmpydszerx1.cu b/tmp/tmpydszerx1.cu
new file mode 100644
index 0000000..2982246
--- /dev/null
+++ b/tmp/tmpydszerx1.cu
@@ -0,0 +1,417 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[256];
+  float acc_score[128];
+  float log_sum[8];
+  float scores_max[8];
+  float scores_max_prev[8];
+  float scores_scale[8];
+  float scores_sum[8];
+  bfloat16_t acc_score_cast[128];
+  #pragma unroll
+  for (int i = 0; i < 64; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 128; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 64; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 8; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 8; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 16; ++i_5) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 16; ++i_6) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 16; ++i_7) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 16; ++i_8) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 114688), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 128; ++i_9) {
+      float condval_1;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
+        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_1 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_9] = condval_1;
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 32768)])), (&(acc_score[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 16; ++i_10) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 8; ++i_11) {
+      scores_max_prev[i_11] = scores_max[i_11];
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 8; ++i_12) {
+      scores_max[i_12] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 8; ++i_13) {
+      #pragma unroll
+      for (int rv = 0; rv < 16; ++rv) {
+        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 16) + (i_13 * 2)) + (rv >> 3))]);
+      }
+      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 8; ++i_14) {
+      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 8; ++i_15) {
+      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 8; ++i_17) {
+      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
+        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 16) + (i_17 * 2)) + (rv_1 >> 3))]);
+      }
+      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
+    }
+    #pragma unroll
+    for (int i_18 = 0; i_18 < 8; ++i_18) {
+      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
+    }
+    #pragma unroll
+    for (int i_19 = 0; i_19 < 64; ++i_19) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 4) * 32) + (((i_19 & 3) >> 1) * 16)) + (((i_19 & 15) >> 2) * 4)) + ((i_19 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_20 = 0; i_20 < 256; ++i_20) {
+      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 15) >> 1)]);
+    }
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 49152)])), (&(acc_output[0])));
+    __syncthreads();
+    #pragma unroll
+    for (int i_21 = 0; i_21 < 16; ++i_21) {
+      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
+    }
+    tl::cp_async_commit();
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_22 = 0; i_22 < 128; ++i_22) {
+      float condval_2;
+      if ((((20 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_22] = condval_2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 32768)])), (&(acc_score[0])));
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_23 = 0; i_23 < 8; ++i_23) {
+      scores_max_prev[i_23] = scores_max[i_23];
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_24 = 0; i_24 < 8; ++i_24) {
+      scores_max[i_24] = -CUDART_INF_F;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_25 = 0; i_25 < 8; ++i_25) {
+      #pragma unroll
+      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
+        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 16) + (i_25 * 2)) + (rv_2 >> 3))]);
+      }
+      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_26 = 0; i_26 < 8; ++i_26) {
+      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_27 = 0; i_27 < 8; ++i_27) {
+      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_28 = 0; i_28 < 128; ++i_28) {
+      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_29 = 0; i_29 < 8; ++i_29) {
+      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
+        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 16) + (i_29 * 2)) + (rv_3 >> 3))]);
+      }
+      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_30 = 0; i_30 < 8; ++i_30) {
+      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_31 = 0; i_31 < 64; ++i_31) {
+      uint1 __2;
+      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 4) * 32) + (((i_31 & 3) >> 1) * 16)) + (((i_31 & 15) >> 2) * 4)) + ((i_31 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_32 = 0; i_32 < 256; ++i_32) {
+      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 15) >> 1)]);
+    }
+  }
+  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 49152)])), (&(acc_output[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_33 = 0; i_33 < 128; ++i_33) {
+      float condval_3;
+      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
+        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_3 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_33] = condval_3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 32768)])), (&(acc_score[0])));
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_34 = 0; i_34 < 8; ++i_34) {
+      scores_max_prev[i_34] = scores_max[i_34];
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_35 = 0; i_35 < 8; ++i_35) {
+      scores_max[i_35] = -CUDART_INF_F;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_36 = 0; i_36 < 8; ++i_36) {
+      #pragma unroll
+      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
+        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 16) + (i_36 * 2)) + (rv_4 >> 3))]);
+      }
+      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_37 = 0; i_37 < 8; ++i_37) {
+      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_38 = 0; i_38 < 8; ++i_38) {
+      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_39 = 0; i_39 < 128; ++i_39) {
+      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_40 = 0; i_40 < 8; ++i_40) {
+      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
+        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 16) + (i_40 * 2)) + (rv_5 >> 3))]);
+      }
+      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_41 = 0; i_41 < 8; ++i_41) {
+      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_42 = 0; i_42 < 64; ++i_42) {
+      uint1 __3;
+      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 4) * 32) + (((i_42 & 3) >> 1) * 16)) + (((i_42 & 15) >> 2) * 4)) + ((i_42 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
+#else
+      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
+      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    #pragma unroll
+    for (int i_43 = 0; i_43 < 256; ++i_43) {
+      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 15) >> 1)]);
+    }
+  }
+  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
+    tl::cp_async_wait<3>();
+    __syncthreads();
+    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 49152)])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_44 = 0; i_44 < 256; ++i_44) {
+    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 15) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_45 = 0; i_45 < 128; ++i_45) {
+    uint1 __4;
+    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
+#else
+    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
+    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 6) * 16384) + (((i_45 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __4;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_46 = 0; i_46 < 256; ++i_46) {
+    if (((((int)blockIdx.x) * 256) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= (((((int)blockIdx.x) * 256) + i_46) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/tmpyy_glh_n.cu b/tmp/tmpyy_glh_n.cu
new file mode 100644
index 0000000..3159233
--- /dev/null
+++ b/tmp/tmpyy_glh_n.cu
@@ -0,0 +1,198 @@
+#include <math_constants.h>
+#include <tl_templates/cuda/gemm.h>
+#include <tl_templates/cuda/copy.h>
+#include <tl_templates/cuda/reduce.h>
+#include <tl_templates/cuda/ldsm.h>
+#include <tl_templates/cuda/threadblock_swizzle.h>
+#include <tl_templates/cuda/debug.h>
+#ifdef ENABLE_BF16
+#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
+#endif
+
+extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
+extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
+  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
+  float acc_output[128];
+  float acc_score[256];
+  float log_sum[4];
+  float scores_max[4];
+  float scores_max_prev[4];
+  float scores_sum[4];
+  bfloat16_t acc_score_cast[256];
+  #pragma unroll
+  for (int i = 0; i < 32; ++i) {
+    uint2 condval;
+    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
+      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+    } else {
+      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+    }
+    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
+  }
+  #pragma unroll
+  for (int i_1 = 0; i_1 < 64; ++i_1) {
+    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_2 = 0; i_2 < 128; ++i_2) {
+    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
+  }
+  #pragma unroll
+  for (int i_3 = 0; i_3 < 4; ++i_3) {
+    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
+  }
+  #pragma unroll
+  for (int i_4 = 0; i_4 < 4; ++i_4) {
+    scores_max[i_4] = -CUDART_INF_F;
+  }
+  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)); ++kv_block_idx) {
+    __syncthreads();
+    #pragma unroll
+    for (int i_5 = 0; i_5 < 32; ++i_5) {
+      uint2 condval_1;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval_1;
+    }
+    #pragma unroll
+    for (int i_6 = 0; i_6 < 256; ++i_6) {
+      float condval_2;
+      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
+        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
+      } else {
+        condval_2 = 0x0p+0f/*0.000000e+00*/;
+      }
+      acc_score[i_6] = condval_2;
+    }
+    __syncthreads();
+    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(acc_score[0])));
+    #pragma unroll
+    for (int i_7 = 0; i_7 < 4; ++i_7) {
+      scores_max_prev[i_7] = scores_max[i_7];
+    }
+    #pragma unroll
+    for (int i_8 = 0; i_8 < 4; ++i_8) {
+      scores_max[i_8] = -CUDART_INF_F;
+    }
+    #pragma unroll
+    for (int i_9 = 0; i_9 < 4; ++i_9) {
+      #pragma unroll
+      for (int rv = 0; rv < 64; ++rv) {
+        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 8) + (i_9 * 2)) + (rv >> 5))]);
+      }
+      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
+    }
+    #pragma unroll
+    for (int i_10 = 0; i_10 < 4; ++i_10) {
+      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
+    }
+    #pragma unroll
+    for (int i_11 = 0; i_11 < 4; ++i_11) {
+      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_12 = 0; i_12 < 256; ++i_12) {
+      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
+    }
+    #pragma unroll
+    for (int i_13 = 0; i_13 < 4; ++i_13) {
+      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
+      #pragma unroll
+      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
+        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 8) + (i_13 * 2)) + (rv_1 >> 5))]);
+      }
+      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
+    }
+    #pragma unroll
+    for (int i_14 = 0; i_14 < 4; ++i_14) {
+      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
+    }
+    #pragma unroll
+    for (int i_15 = 0; i_15 < 128; ++i_15) {
+      uint1 __1;
+      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
+#ifdef ENABLE_BF16
+      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
+#else
+      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
+      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
+#endif
+      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
+    }
+    #pragma unroll
+    for (int i_16 = 0; i_16 < 128; ++i_16) {
+      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
+    }
+    __syncthreads();
+    #pragma unroll
+    for (int i_17 = 0; i_17 < 32; ++i_17) {
+      uint2 condval_3;
+      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
+        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
+      } else {
+        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
+      }
+      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
+    }
+    __syncthreads();
+    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
+  }
+  #pragma unroll
+  for (int i_18 = 0; i_18 < 128; ++i_18) {
+    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_19 = 0; i_19 < 64; ++i_19) {
+    uint1 __2;
+    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
+#ifdef ENABLE_BF16
+    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
+#else
+    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
+    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
+#endif
+    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 5) * 16384) + (((i_19 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
+  }
+  __syncthreads();
+  #pragma unroll
+  for (int i_20 = 0; i_20 < 128; ++i_20) {
+    if ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
+      if (0 <= ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
+        if (((((int)blockIdx.x) * 4) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
+          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
+        }
+      }
+    }
+  }
+}
+
+
+#define ERROR_BUF_SIZE 1024
+static char error_buf[ERROR_BUF_SIZE];
+
+extern "C" const char* get_last_error() {
+    return error_buf;
+}
+
+extern "C" int init() {
+    error_buf[0] = '\0';
+    
+    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
+    if (result_kernel_kernel != CUDA_SUCCESS) {
+        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
+        return -1;
+    }
+
+    return 0;
+}
+
+extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
+	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
+	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
+
+	return 0;
+}
diff --git a/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py b/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py
new file mode 100644
index 0000000..c992454
--- /dev/null
+++ b/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py
@@ -0,0 +1,62 @@
+
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.reduction(
+    size_hints={'x': 64, 'r': 4096},
+    reduction_hint=ReductionHint.INNER,
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'in_ptr2': '*bf16', 'out_ptr1': '*bf16', 'out_ptr2': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4, 5, 6), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 5, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
+)
+@triton.jit
+def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, out_ptr2, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
+    xnumel = 64
+    rnumel = 3584
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
+    xmask = xindex < xnumel
+    rbase = tl.arange(0, RBLOCK)[None, :]
+    x0 = xindex
+    _tmp7 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp2 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp1 = tmp0.to(tl.float32)
+        tmp3 = tmp2.to(tl.float32)
+        tmp4 = tmp1 + tmp3
+        tmp5 = tmp4 * tmp4
+        tmp6 = tl.broadcast_to(tmp5, [XBLOCK, RBLOCK])
+        tmp8 = _tmp7 + tmp6
+        _tmp7 = tl.where(rmask & xmask, tmp8, _tmp7)
+    tmp7 = tl.sum(_tmp7, 1)[:, None]
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp9 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
+        tmp11 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
+        tmp21 = tl.load(in_ptr2 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp10 = tmp9.to(tl.float32)
+        tmp12 = tmp11.to(tl.float32)
+        tmp13 = tmp10 + tmp12
+        tmp14 = 3584.0
+        tmp15 = tmp7 / tmp14
+        tmp16 = 1e-06
+        tmp17 = tmp15 + tmp16
+        tmp18 = libdevice.rsqrt(tmp17)
+        tmp19 = tmp13 * tmp18
+        tmp20 = tmp19.to(tl.float32)
+        tmp22 = tmp20 * tmp21
+        tmp23 = tmp13.to(tl.float32)
+        tl.store(out_ptr1 + (r1 + 3584*x0), tmp22, rmask & xmask)
+        tl.store(out_ptr2 + (r1 + 3584*x0), tmp23, rmask & xmask)
diff --git a/tmp/torchinductor_ljp/7b/8eb1db5ad1c9c71db52d323dab9a0f2386cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config b/tmp/torchinductor_ljp/7b/8eb1db5ad1c9c71db52d323dab9a0f2386cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config
new file mode 100644
index 0000000..d020e91
--- /dev/null
+++ b/tmp/torchinductor_ljp/7b/8eb1db5ad1c9c71db52d323dab9a0f2386cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config
@@ -0,0 +1 @@
+{"XBLOCK": 1024, "num_warps": 4, "num_stages": 1, "configs_hash": "3ca5c3e34d35093f3c9ab2829a9faeebad5e61c4ca13d5ed6053d7b71ce60d5a", "found_by_coordesc": false, "time_taken_ms": 117}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py b/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py
new file mode 100644
index 0000000..1580062
--- /dev/null
+++ b/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py
@@ -0,0 +1,72 @@
+
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.pointwise(
+    size_hints={'x': 262144}, 
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
+    min_elem_per_thread=0
+)
+@triton.jit
+def triton_poi_fused__to_copy_cat_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
+    xnumel = 229376
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:]
+    xmask = tl.full([XBLOCK], True, tl.int1)
+    x0 = (xindex % 128)
+    x4 = xindex // 128
+    x2 = xindex // 3584
+    x3 = xindex
+    tmp0 = x0
+    tmp1 = tl.full([1], 0, tl.int64)
+    tmp2 = tmp0 >= tmp1
+    tmp3 = tl.full([1], 64, tl.int64)
+    tmp4 = tmp0 < tmp3
+    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp6 = tmp5.to(tl.float32)
+    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp9 = tmp7 + tmp8
+    tmp10 = tmp7 < 0
+    tmp11 = tl.where(tmp10, tmp9, tmp7)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
+    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp14 = tmp6 * tmp13
+    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp16 = tmp15.to(tl.float32)
+    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp18 = tmp16 * tmp17
+    tmp19 = tmp14 - tmp18
+    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
+    tmp21 = tl.where(tmp4, tmp19, tmp20)
+    tmp22 = tmp0 >= tmp3
+    tmp23 = tl.full([1], 128, tl.int64)
+    tmp24 = tmp0 < tmp23
+    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp26 = tmp25.to(tl.float32)
+    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp29 = tmp27 + tmp28
+    tmp30 = tmp27 < 0
+    tmp31 = tl.where(tmp30, tmp29, tmp27)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
+    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp34 = tmp26 * tmp33
+    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp36 = tmp35.to(tl.float32)
+    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp38 = tmp36 * tmp37
+    tmp39 = tmp34 + tmp38
+    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
+    tmp41 = tl.where(tmp22, tmp39, tmp40)
+    tmp42 = tl.where(tmp4, tmp21, tmp41)
+    tmp43 = tmp42.to(tl.float32)
+    tl.store(out_ptr1 + (x3), tmp43, None)
diff --git a/tmp/torchinductor_ljp/cv/ccvr7asjjvs7jcqjfsdfm3hmu64gbtq3aphrnzbehio6fqxgbyy4.py b/tmp/torchinductor_ljp/cv/ccvr7asjjvs7jcqjfsdfm3hmu64gbtq3aphrnzbehio6fqxgbyy4.py
new file mode 100644
index 0000000..1150a6b
--- /dev/null
+++ b/tmp/torchinductor_ljp/cv/ccvr7asjjvs7jcqjfsdfm3hmu64gbtq3aphrnzbehio6fqxgbyy4.py
@@ -0,0 +1,248 @@
+# AOT ID: ['1_inference']
+from ctypes import c_void_p, c_long, c_int
+import torch
+import math
+import random
+import os
+import tempfile
+from math import inf, nan
+from torch._inductor.hooks import run_intermediate_hooks
+from torch._inductor.utils import maybe_profile
+from torch._inductor.codegen.memory_planning import _align as align
+from torch import device, empty_strided
+from torch._inductor.async_compile import AsyncCompile
+from torch._inductor.select_algorithm import extern_kernels
+from torch._inductor.codegen.multi_kernel import MultiKernelCall
+import triton
+import triton.language as tl
+from torch._inductor.runtime.triton_heuristics import (
+    grid,
+    split_scan_grid,
+    grid_combo_kernels,
+    start_graph,
+    end_graph,
+    cooperative_reduction_grid,
+)
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+
+aten = torch.ops.aten
+inductor_ops = torch.ops.inductor
+_quantized = torch.ops._quantized
+assert_size_stride = torch._C._dynamo.guards.assert_size_stride
+empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
+empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
+empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
+reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
+alloc_from_pool = torch.ops.inductor._alloc_from_pool
+async_compile = AsyncCompile()
+empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
+
+
+# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py
+# Topologically Sorted Source Nodes: [cat, to_1], Original ATen: [aten.cat, aten._to_copy]
+# Source node to ATen node mapping:
+#   cat => cat
+#   to_1 => convert_element_type_1
+# Graph fragment:
+#   %cat : [num_users=1] = call_function[target=torch.ops.aten.cat.default](args = ([%sub, %add], -1), kwargs = {})
+#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%cat, torch.bfloat16), kwargs = {})
+triton_poi_fused__to_copy_cat_0 = async_compile.triton('triton_poi_fused__to_copy_cat_0', '''
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.pointwise(
+    size_hints={'x': 262144}, 
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
+    min_elem_per_thread=0
+)
+@triton.jit
+def triton_poi_fused__to_copy_cat_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
+    xnumel = 229376
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:]
+    xmask = tl.full([XBLOCK], True, tl.int1)
+    x0 = (xindex % 128)
+    x4 = xindex // 128
+    x2 = xindex // 3584
+    x3 = xindex
+    tmp0 = x0
+    tmp1 = tl.full([1], 0, tl.int64)
+    tmp2 = tmp0 >= tmp1
+    tmp3 = tl.full([1], 64, tl.int64)
+    tmp4 = tmp0 < tmp3
+    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp6 = tmp5.to(tl.float32)
+    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp9 = tmp7 + tmp8
+    tmp10 = tmp7 < 0
+    tmp11 = tl.where(tmp10, tmp9, tmp7)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
+    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp14 = tmp6 * tmp13
+    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp16 = tmp15.to(tl.float32)
+    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp18 = tmp16 * tmp17
+    tmp19 = tmp14 - tmp18
+    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
+    tmp21 = tl.where(tmp4, tmp19, tmp20)
+    tmp22 = tmp0 >= tmp3
+    tmp23 = tl.full([1], 128, tl.int64)
+    tmp24 = tmp0 < tmp23
+    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp26 = tmp25.to(tl.float32)
+    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp29 = tmp27 + tmp28
+    tmp30 = tmp27 < 0
+    tmp31 = tl.where(tmp30, tmp29, tmp27)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
+    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp34 = tmp26 * tmp33
+    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp36 = tmp35.to(tl.float32)
+    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp38 = tmp36 * tmp37
+    tmp39 = tmp34 + tmp38
+    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
+    tmp41 = tl.where(tmp22, tmp39, tmp40)
+    tmp42 = tl.where(tmp4, tmp21, tmp41)
+    tmp43 = tmp42.to(tl.float32)
+    tl.store(out_ptr1 + (x3), tmp43, None)
+''', device_str='cuda')
+
+
+# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py
+# Topologically Sorted Source Nodes: [cat_1, to_3], Original ATen: [aten.cat, aten._to_copy]
+# Source node to ATen node mapping:
+#   cat_1 => cat_1
+#   to_3 => convert_element_type_3
+# Graph fragment:
+#   %cat_1 : [num_users=1] = call_function[target=torch.ops.aten.cat.default](args = ([%sub_1, %add_1], -1), kwargs = {})
+#   %convert_element_type_3 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%cat_1, torch.bfloat16), kwargs = {})
+triton_poi_fused__to_copy_cat_1 = async_compile.triton('triton_poi_fused__to_copy_cat_1', '''
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.pointwise(
+    size_hints={'x': 32768}, 
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_1', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
+    min_elem_per_thread=0
+)
+@triton.jit
+def triton_poi_fused__to_copy_cat_1(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
+    xnumel = 32768
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:]
+    xmask = tl.full([XBLOCK], True, tl.int1)
+    x0 = (xindex % 128)
+    x4 = xindex // 128
+    x2 = xindex // 512
+    x3 = xindex
+    tmp0 = x0
+    tmp1 = tl.full([1], 0, tl.int64)
+    tmp2 = tmp0 >= tmp1
+    tmp3 = tl.full([1], 64, tl.int64)
+    tmp4 = tmp0 < tmp3
+    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp6 = tmp5.to(tl.float32)
+    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp9 = tmp7 + tmp8
+    tmp10 = tmp7 < 0
+    tmp11 = tl.where(tmp10, tmp9, tmp7)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
+    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp14 = tmp6 * tmp13
+    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp16 = tmp15.to(tl.float32)
+    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp18 = tmp16 * tmp17
+    tmp19 = tmp14 - tmp18
+    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
+    tmp21 = tl.where(tmp4, tmp19, tmp20)
+    tmp22 = tmp0 >= tmp3
+    tmp23 = tl.full([1], 128, tl.int64)
+    tmp24 = tmp0 < tmp23
+    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp26 = tmp25.to(tl.float32)
+    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp29 = tmp27 + tmp28
+    tmp30 = tmp27 < 0
+    tmp31 = tl.where(tmp30, tmp29, tmp27)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
+    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp34 = tmp26 * tmp33
+    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp36 = tmp35.to(tl.float32)
+    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp38 = tmp36 * tmp37
+    tmp39 = tmp34 + tmp38
+    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
+    tmp41 = tl.where(tmp22, tmp39, tmp40)
+    tmp42 = tl.where(tmp4, tmp21, tmp41)
+    tmp43 = tmp42.to(tl.float32)
+    tl.store(out_ptr1 + (x3), tmp43, None)
+''', device_str='cuda')
+
+
+async_compile.wait(globals())
+del async_compile
+
+def call(args):
+    arg0_1, arg1_1, arg2_1, arg3_1 = args
+    args.clear()
+    assert_size_stride(arg0_1, (64, 3584), (3584, 1))
+    assert_size_stride(arg1_1, (64, 512), (512, 1))
+    assert_size_stride(arg2_1, (32768, 128), (128, 1))
+    assert_size_stride(arg3_1, (64, ), (1, ))
+    with torch.cuda._DeviceGuard(0):
+        torch.cuda.set_device(0)
+        buf1 = empty_strided_cuda((64, 28, 128), (3584, 128, 1), torch.bfloat16)
+        # Topologically Sorted Source Nodes: [cat, to_1], Original ATen: [aten.cat, aten._to_copy]
+        stream0 = get_raw_stream(0)
+        triton_poi_fused__to_copy_cat_0.run(arg0_1, arg3_1, arg2_1, buf1, 229376, grid=grid(229376), stream=stream0)
+        del arg0_1
+        buf3 = empty_strided_cuda((64, 4, 128), (512, 128, 1), torch.bfloat16)
+        # Topologically Sorted Source Nodes: [cat_1, to_3], Original ATen: [aten.cat, aten._to_copy]
+        stream0 = get_raw_stream(0)
+        triton_poi_fused__to_copy_cat_1.run(arg1_1, arg3_1, arg2_1, buf3, 32768, grid=grid(32768), stream=stream0)
+        del arg1_1
+        del arg2_1
+        del arg3_1
+    return (reinterpret_tensor(buf1, (64, 3584), (3584, 1), 0), reinterpret_tensor(buf3, (64, 512), (512, 1), 0), )
+
+
+def benchmark_compiled_module(times=10, repeat=10):
+    from torch._dynamo.testing import rand_strided
+    from torch._inductor.utils import print_performance
+    arg0_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
+    arg1_1 = rand_strided((64, 512), (512, 1), device='cuda:0', dtype=torch.bfloat16)
+    arg2_1 = rand_strided((32768, 128), (128, 1), device='cuda:0', dtype=torch.float32)
+    arg3_1 = rand_strided((64, ), (1, ), device='cuda:0', dtype=torch.int64)
+    fn = lambda: call([arg0_1, arg1_1, arg2_1, arg3_1])
+    return print_performance(fn, times=times, repeat=repeat)
+
+
+if __name__ == "__main__":
+    from torch._inductor.wrapper_benchmark import compiled_module_main
+    compiled_module_main('None', benchmark_compiled_module)
diff --git a/tmp/torchinductor_ljp/da/cdarfvs6dlzyukyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py b/tmp/torchinductor_ljp/da/cdarfvs6dlzyukyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py
new file mode 100644
index 0000000..2e08c74
--- /dev/null
+++ b/tmp/torchinductor_ljp/da/cdarfvs6dlzyukyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py
@@ -0,0 +1,167 @@
+# AOT ID: ['2_inference']
+from ctypes import c_void_p, c_long, c_int
+import torch
+import math
+import random
+import os
+import tempfile
+from math import inf, nan
+from torch._inductor.hooks import run_intermediate_hooks
+from torch._inductor.utils import maybe_profile
+from torch._inductor.codegen.memory_planning import _align as align
+from torch import device, empty_strided
+from torch._inductor.async_compile import AsyncCompile
+from torch._inductor.select_algorithm import extern_kernels
+from torch._inductor.codegen.multi_kernel import MultiKernelCall
+import triton
+import triton.language as tl
+from torch._inductor.runtime.triton_heuristics import (
+    grid,
+    split_scan_grid,
+    grid_combo_kernels,
+    start_graph,
+    end_graph,
+    cooperative_reduction_grid,
+)
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+
+aten = torch.ops.aten
+inductor_ops = torch.ops.inductor
+_quantized = torch.ops._quantized
+assert_size_stride = torch._C._dynamo.guards.assert_size_stride
+empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
+empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
+empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
+reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
+alloc_from_pool = torch.ops.inductor._alloc_from_pool
+async_compile = AsyncCompile()
+empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
+
+
+# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py
+# Topologically Sorted Source Nodes: [to, to_1, x, pow_1, var, add, rsqrt, mul_, to_3, x_1, residual], Original ATen: [aten._to_copy, aten.add, aten.pow, aten.mean, aten.rsqrt, aten.mul]
+# Source node to ATen node mapping:
+#   add => add_1
+#   mul_ => mul
+#   pow_1 => pow_1
+#   residual => convert_element_type_2
+#   rsqrt => rsqrt
+#   to => convert_element_type
+#   to_1 => convert_element_type_1
+#   to_3 => convert_element_type_3
+#   var => mean
+#   x => add
+#   x_1 => mul_1
+# Graph fragment:
+#   %convert_element_type : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%arg0_1, torch.float32), kwargs = {})
+#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%arg1_1, torch.float32), kwargs = {})
+#   %add : [num_users=3] = call_function[target=torch.ops.aten.add.Tensor](args = (%convert_element_type, %convert_element_type_1), kwargs = {})
+#   %pow_1 : [num_users=1] = call_function[target=torch.ops.aten.pow.Tensor_Scalar](args = (%add, 2), kwargs = {})
+#   %mean : [num_users=1] = call_function[target=torch.ops.aten.mean.dim](args = (%pow_1, [-1], True), kwargs = {})
+#   %add_1 : [num_users=1] = call_function[target=torch.ops.aten.add.Tensor](args = (%mean, 1e-06), kwargs = {})
+#   %rsqrt : [num_users=1] = call_function[target=torch.ops.aten.rsqrt.default](args = (%add_1,), kwargs = {})
+#   %mul : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%add, %rsqrt), kwargs = {})
+#   %convert_element_type_3 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%mul, torch.bfloat16), kwargs = {})
+#   %mul_1 : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type_3, %arg2_1), kwargs = {})
+#   %convert_element_type_2 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%add, torch.bfloat16), kwargs = {})
+triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 = async_compile.triton('triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', '''
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.reduction(
+    size_hints={'x': 64, 'r': 4096},
+    reduction_hint=ReductionHint.INNER,
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'in_ptr2': '*bf16', 'out_ptr1': '*bf16', 'out_ptr2': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4, 5, 6), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 5, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
+)
+@triton.jit
+def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, out_ptr2, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
+    xnumel = 64
+    rnumel = 3584
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
+    xmask = xindex < xnumel
+    rbase = tl.arange(0, RBLOCK)[None, :]
+    x0 = xindex
+    _tmp7 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp2 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp1 = tmp0.to(tl.float32)
+        tmp3 = tmp2.to(tl.float32)
+        tmp4 = tmp1 + tmp3
+        tmp5 = tmp4 * tmp4
+        tmp6 = tl.broadcast_to(tmp5, [XBLOCK, RBLOCK])
+        tmp8 = _tmp7 + tmp6
+        _tmp7 = tl.where(rmask & xmask, tmp8, _tmp7)
+    tmp7 = tl.sum(_tmp7, 1)[:, None]
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp9 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
+        tmp11 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
+        tmp21 = tl.load(in_ptr2 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp10 = tmp9.to(tl.float32)
+        tmp12 = tmp11.to(tl.float32)
+        tmp13 = tmp10 + tmp12
+        tmp14 = 3584.0
+        tmp15 = tmp7 / tmp14
+        tmp16 = 1e-06
+        tmp17 = tmp15 + tmp16
+        tmp18 = libdevice.rsqrt(tmp17)
+        tmp19 = tmp13 * tmp18
+        tmp20 = tmp19.to(tl.float32)
+        tmp22 = tmp20 * tmp21
+        tmp23 = tmp13.to(tl.float32)
+        tl.store(out_ptr1 + (r1 + 3584*x0), tmp22, rmask & xmask)
+        tl.store(out_ptr2 + (r1 + 3584*x0), tmp23, rmask & xmask)
+''', device_str='cuda')
+
+
+async_compile.wait(globals())
+del async_compile
+
+def call(args):
+    arg0_1, arg1_1, arg2_1 = args
+    args.clear()
+    assert_size_stride(arg0_1, (64, 3584), (3584, 1))
+    assert_size_stride(arg1_1, (64, 3584), (3584, 1))
+    assert_size_stride(arg2_1, (3584, ), (1, ))
+    with torch.cuda._DeviceGuard(0):
+        torch.cuda.set_device(0)
+        buf1 = empty_strided_cuda((64, 3584), (3584, 1), torch.bfloat16)
+        buf2 = empty_strided_cuda((64, 3584), (3584, 1), torch.bfloat16)
+        # Topologically Sorted Source Nodes: [to, to_1, x, pow_1, var, add, rsqrt, mul_, to_3, x_1, residual], Original ATen: [aten._to_copy, aten.add, aten.pow, aten.mean, aten.rsqrt, aten.mul]
+        stream0 = get_raw_stream(0)
+        triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.run(arg0_1, arg1_1, arg2_1, buf1, buf2, 64, 3584, grid=grid(64), stream=stream0)
+        del arg0_1
+        del arg1_1
+        del arg2_1
+    return (buf1, buf2, )
+
+
+def benchmark_compiled_module(times=10, repeat=10):
+    from torch._dynamo.testing import rand_strided
+    from torch._inductor.utils import print_performance
+    arg0_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
+    arg1_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
+    arg2_1 = rand_strided((3584, ), (1, ), device='cuda:0', dtype=torch.bfloat16)
+    fn = lambda: call([arg0_1, arg1_1, arg2_1])
+    return print_performance(fn, times=times, repeat=repeat)
+
+
+if __name__ == "__main__":
+    from torch._inductor.wrapper_benchmark import compiled_module_main
+    compiled_module_main('None', benchmark_compiled_module)
diff --git a/tmp/torchinductor_ljp/fxgraph/4l/f4la3fdypun3nyz6pomeleqsl47rbfuawfq6zmpdhidpmb4zed3h/i2tgih6olqvud6cfjwo2jmzkjkmsy7qe2przql3lnsuspgspdk3 b/tmp/torchinductor_ljp/fxgraph/4l/f4la3fdypun3nyz6pomeleqsl47rbfuawfq6zmpdhidpmb4zed3h/i2tgih6olqvud6cfjwo2jmzkjkmsy7qe2przql3lnsuspgspdk3
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new file mode 100644
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diff --git a/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py b/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py
new file mode 100644
index 0000000..114df80
--- /dev/null
+++ b/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py
@@ -0,0 +1,54 @@
+
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.reduction(
+    size_hints={'x': 64, 'r': 4096},
+    reduction_hint=ReductionHint.INNER,
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'out_ptr1': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 3, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
+)
+@triton.jit
+def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, out_ptr1, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
+    xnumel = 64
+    rnumel = 3584
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
+    xmask = xindex < xnumel
+    rbase = tl.arange(0, RBLOCK)[None, :]
+    x0 = xindex
+    _tmp4 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp1 = tmp0.to(tl.float32)
+        tmp2 = tmp1 * tmp1
+        tmp3 = tl.broadcast_to(tmp2, [XBLOCK, RBLOCK])
+        tmp5 = _tmp4 + tmp3
+        _tmp4 = tl.where(rmask & xmask, tmp5, _tmp4)
+    tmp4 = tl.sum(_tmp4, 1)[:, None]
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp6 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
+        tmp15 = tl.load(in_ptr1 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp7 = tmp6.to(tl.float32)
+        tmp8 = 3584.0
+        tmp9 = tmp4 / tmp8
+        tmp10 = 1e-06
+        tmp11 = tmp9 + tmp10
+        tmp12 = libdevice.rsqrt(tmp11)
+        tmp13 = tmp7 * tmp12
+        tmp14 = tmp13.to(tl.float32)
+        tmp16 = tmp14 * tmp15
+        tl.store(out_ptr1 + (r1 + 3584*x0), tmp16, rmask & xmask)
diff --git a/tmp/torchinductor_ljp/lz/a641bc7da30cd9532bd65d9a2eaddb94cb1cf9b027c564e94375e31d8fb1bcd3.best_config b/tmp/torchinductor_ljp/lz/a641bc7da30cd9532bd65d9a2eaddb94cb1cf9b027c564e94375e31d8fb1bcd3.best_config
new file mode 100644
index 0000000..8f2f557
--- /dev/null
+++ b/tmp/torchinductor_ljp/lz/a641bc7da30cd9532bd65d9a2eaddb94cb1cf9b027c564e94375e31d8fb1bcd3.best_config
@@ -0,0 +1 @@
+{"XBLOCK": 128, "num_warps": 4, "num_stages": 1, "configs_hash": "1b2cc4dbebb9680d3ce31843331593b159e4046c056f195ca1ccf2464d5b37d1", "found_by_coordesc": false, "time_taken_ms": 86}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py b/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py
new file mode 100644
index 0000000..6ba88e2
--- /dev/null
+++ b/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py
@@ -0,0 +1,72 @@
+
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.pointwise(
+    size_hints={'x': 32768}, 
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_1', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
+    min_elem_per_thread=0
+)
+@triton.jit
+def triton_poi_fused__to_copy_cat_1(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
+    xnumel = 32768
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:]
+    xmask = tl.full([XBLOCK], True, tl.int1)
+    x0 = (xindex % 128)
+    x4 = xindex // 128
+    x2 = xindex // 512
+    x3 = xindex
+    tmp0 = x0
+    tmp1 = tl.full([1], 0, tl.int64)
+    tmp2 = tmp0 >= tmp1
+    tmp3 = tl.full([1], 64, tl.int64)
+    tmp4 = tmp0 < tmp3
+    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp6 = tmp5.to(tl.float32)
+    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp9 = tmp7 + tmp8
+    tmp10 = tmp7 < 0
+    tmp11 = tl.where(tmp10, tmp9, tmp7)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
+    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp14 = tmp6 * tmp13
+    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp16 = tmp15.to(tl.float32)
+    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
+    tmp18 = tmp16 * tmp17
+    tmp19 = tmp14 - tmp18
+    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
+    tmp21 = tl.where(tmp4, tmp19, tmp20)
+    tmp22 = tmp0 >= tmp3
+    tmp23 = tl.full([1], 128, tl.int64)
+    tmp24 = tmp0 < tmp23
+    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp26 = tmp25.to(tl.float32)
+    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
+    tmp29 = tmp27 + tmp28
+    tmp30 = tmp27 < 0
+    tmp31 = tl.where(tmp30, tmp29, tmp27)
+    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
+    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp34 = tmp26 * tmp33
+    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
+    tmp36 = tmp35.to(tl.float32)
+    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
+    tmp38 = tmp36 * tmp37
+    tmp39 = tmp34 + tmp38
+    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
+    tmp41 = tl.where(tmp22, tmp39, tmp40)
+    tmp42 = tl.where(tmp4, tmp21, tmp41)
+    tmp43 = tmp42.to(tl.float32)
+    tl.store(out_ptr1 + (x3), tmp43, None)
diff --git a/tmp/torchinductor_ljp/px/cpxkztbttvmpci3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py b/tmp/torchinductor_ljp/px/cpxkztbttvmpci3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py
new file mode 100644
index 0000000..37c6efe
--- /dev/null
+++ b/tmp/torchinductor_ljp/px/cpxkztbttvmpci3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py
@@ -0,0 +1,117 @@
+# AOT ID: ['3_inference']
+from ctypes import c_void_p, c_long, c_int
+import torch
+import math
+import random
+import os
+import tempfile
+from math import inf, nan
+from torch._inductor.hooks import run_intermediate_hooks
+from torch._inductor.utils import maybe_profile
+from torch._inductor.codegen.memory_planning import _align as align
+from torch import device, empty_strided
+from torch._inductor.async_compile import AsyncCompile
+from torch._inductor.select_algorithm import extern_kernels
+from torch._inductor.codegen.multi_kernel import MultiKernelCall
+import triton
+import triton.language as tl
+from torch._inductor.runtime.triton_heuristics import (
+    grid,
+    split_scan_grid,
+    grid_combo_kernels,
+    start_graph,
+    end_graph,
+    cooperative_reduction_grid,
+)
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+
+aten = torch.ops.aten
+inductor_ops = torch.ops.inductor
+_quantized = torch.ops._quantized
+assert_size_stride = torch._C._dynamo.guards.assert_size_stride
+empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
+empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
+empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
+reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
+alloc_from_pool = torch.ops.inductor._alloc_from_pool
+async_compile = AsyncCompile()
+empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
+
+
+# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
+# Topologically Sorted Source Nodes: [silu, mul], Original ATen: [aten.silu, aten.mul]
+# Source node to ATen node mapping:
+#   mul => mul_1
+#   silu => convert_element_type, convert_element_type_1, mul, sigmoid
+# Graph fragment:
+#   %convert_element_type : [num_users=2] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%getitem, torch.float32), kwargs = {})
+#   %sigmoid : [num_users=1] = call_function[target=torch.ops.aten.sigmoid.default](args = (%convert_element_type,), kwargs = {})
+#   %mul : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type, %sigmoid), kwargs = {})
+#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%mul, torch.bfloat16), kwargs = {})
+#   %mul_1 : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type_1, %getitem_1), kwargs = {})
+triton_poi_fused_mul_silu_0 = async_compile.triton('triton_poi_fused_mul_silu_0', '''
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.pointwise(
+    size_hints={'x': 2097152}, 
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'out_ptr0': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_mul_silu_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 2, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
+    min_elem_per_thread=0
+)
+@triton.jit
+def triton_poi_fused_mul_silu_0(in_ptr0, out_ptr0, xnumel, XBLOCK : tl.constexpr):
+    xnumel = 1212416
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:]
+    xmask = tl.full([XBLOCK], True, tl.int1)
+    x0 = (xindex % 18944)
+    x1 = xindex // 18944
+    x2 = xindex
+    tmp0 = tl.load(in_ptr0 + (x0 + 37888*x1), None).to(tl.float32)
+    tmp5 = tl.load(in_ptr0 + (18944 + x0 + 37888*x1), None).to(tl.float32)
+    tmp1 = tmp0.to(tl.float32)
+    tmp2 = tl.sigmoid(tmp1)
+    tmp3 = tmp1 * tmp2
+    tmp4 = tmp3.to(tl.float32)
+    tmp6 = tmp4 * tmp5
+    tl.store(out_ptr0 + (x2), tmp6, None)
+''', device_str='cuda')
+
+
+async_compile.wait(globals())
+del async_compile
+
+def call(args):
+    arg0_1, = args
+    args.clear()
+    assert_size_stride(arg0_1, (64, 37888), (37888, 1))
+    with torch.cuda._DeviceGuard(0):
+        torch.cuda.set_device(0)
+        buf0 = empty_strided_cuda((64, 18944), (18944, 1), torch.bfloat16)
+        # Topologically Sorted Source Nodes: [silu, mul], Original ATen: [aten.silu, aten.mul]
+        stream0 = get_raw_stream(0)
+        triton_poi_fused_mul_silu_0.run(arg0_1, buf0, 1212416, grid=grid(1212416), stream=stream0)
+        del arg0_1
+    return (buf0, )
+
+
+def benchmark_compiled_module(times=10, repeat=10):
+    from torch._dynamo.testing import rand_strided
+    from torch._inductor.utils import print_performance
+    arg0_1 = rand_strided((64, 37888), (37888, 1), device='cuda:0', dtype=torch.bfloat16)
+    fn = lambda: call([arg0_1])
+    return print_performance(fn, times=times, repeat=repeat)
+
+
+if __name__ == "__main__":
+    from torch._inductor.wrapper_benchmark import compiled_module_main
+    compiled_module_main('None', benchmark_compiled_module)
diff --git a/tmp/torchinductor_ljp/triton/0/229d4YYAkdh66Kgyl7jG-8awB8K1oU306NkqKGcFacU/__triton_launcher.so b/tmp/torchinductor_ljp/triton/0/229d4YYAkdh66Kgyl7jG-8awB8K1oU306NkqKGcFacU/__triton_launcher.so
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literal 0
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diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/__grp__triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/__grp__triton_poi_fused_mul_silu_0.json
new file mode 100644
index 0000000..9b42d1d
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/__grp__triton_poi_fused_mul_silu_0.json
@@ -0,0 +1 @@
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new file mode 100644
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diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.json
new file mode 100644
index 0000000..ec3d83b
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.json
@@ -0,0 +1 @@
+{"hash": "ee6c8725b2fd897e6a38cbc0c313745d7b5b0d1750919d0b8ac061c3409d937a", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused_mul_silu_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.llir b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.llir
new file mode 100644
index 0000000..3910fb1
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.llir
@@ -0,0 +1,202 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+define void @triton_poi_fused_mul_silu_0(ptr addrspace(1) %0, ptr addrspace(1) %1, i32 %2) local_unnamed_addr !dbg !7 {
+  %4 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #1, !dbg !10
+  %5 = shl i32 %4, 10, !dbg !11
+  %6 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
+  %7 = shl i32 %6, 3, !dbg !12
+  %8 = and i32 %7, 1016, !dbg !12
+  %9 = or disjoint i32 %5, %8, !dbg !13
+  %.frozen = freeze i32 %9, !dbg !14
+  %10 = sdiv i32 %.frozen, 18944, !dbg !14
+  %11 = mul i32 %10, 18944, !dbg !15
+  %.decomposed = sub i32 %.frozen, %11, !dbg !15
+  %12 = mul i32 %10, 37888, !dbg !16
+  %13 = add i32 %12, %.decomposed, !dbg !17
+  %14 = sext i32 %13 to i64, !dbg !18
+  %15 = getelementptr bfloat, ptr addrspace(1) %0, i64 %14, !dbg !18
+  %16 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];", "=r,=r,=r,=r,l,b"(ptr addrspace(1) %15, i1 true) #1, !dbg !19
+  %17 = extractvalue { i32, i32, i32, i32 } %16, 0, !dbg !19
+  %18 = bitcast i32 %17 to <2 x bfloat>, !dbg !19
+  %19 = extractvalue { i32, i32, i32, i32 } %16, 1, !dbg !19
+  %20 = bitcast i32 %19 to <2 x bfloat>, !dbg !19
+  %21 = extractvalue { i32, i32, i32, i32 } %16, 2, !dbg !19
+  %22 = bitcast i32 %21 to <2 x bfloat>, !dbg !19
+  %23 = extractvalue { i32, i32, i32, i32 } %16, 3, !dbg !19
+  %24 = bitcast i32 %23 to <2 x bfloat>, !dbg !19
+  %25 = extractelement <2 x bfloat> %18, i64 0, !dbg !19
+  %26 = extractelement <2 x bfloat> %18, i64 1, !dbg !19
+  %27 = extractelement <2 x bfloat> %20, i64 0, !dbg !19
+  %28 = extractelement <2 x bfloat> %20, i64 1, !dbg !19
+  %29 = extractelement <2 x bfloat> %22, i64 0, !dbg !19
+  %30 = extractelement <2 x bfloat> %22, i64 1, !dbg !19
+  %31 = extractelement <2 x bfloat> %24, i64 0, !dbg !19
+  %32 = extractelement <2 x bfloat> %24, i64 1, !dbg !19
+  %33 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %25) #1, !dbg !20
+  %34 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %26) #1, !dbg !20
+  %35 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %27) #1, !dbg !20
+  %36 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %28) #1, !dbg !20
+  %37 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %29) #1, !dbg !20
+  %38 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %30) #1, !dbg !20
+  %39 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %31) #1, !dbg !20
+  %40 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %32) #1, !dbg !20
+  %41 = add i32 %13, 18944, !dbg !21
+  %42 = sext i32 %41 to i64, !dbg !22
+  %43 = getelementptr bfloat, ptr addrspace(1) %0, i64 %42, !dbg !22
+  %44 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];", "=r,=r,=r,=r,l,b"(ptr addrspace(1) %43, i1 true) #1, !dbg !23
+  %45 = extractvalue { i32, i32, i32, i32 } %44, 0, !dbg !23
+  %46 = bitcast i32 %45 to <2 x bfloat>, !dbg !23
+  %47 = extractvalue { i32, i32, i32, i32 } %44, 1, !dbg !23
+  %48 = bitcast i32 %47 to <2 x bfloat>, !dbg !23
+  %49 = extractvalue { i32, i32, i32, i32 } %44, 2, !dbg !23
+  %50 = bitcast i32 %49 to <2 x bfloat>, !dbg !23
+  %51 = extractvalue { i32, i32, i32, i32 } %44, 3, !dbg !23
+  %52 = bitcast i32 %51 to <2 x bfloat>, !dbg !23
+  %53 = extractelement <2 x bfloat> %46, i64 0, !dbg !23
+  %54 = extractelement <2 x bfloat> %46, i64 1, !dbg !23
+  %55 = extractelement <2 x bfloat> %48, i64 0, !dbg !23
+  %56 = extractelement <2 x bfloat> %48, i64 1, !dbg !23
+  %57 = extractelement <2 x bfloat> %50, i64 0, !dbg !23
+  %58 = extractelement <2 x bfloat> %50, i64 1, !dbg !23
+  %59 = extractelement <2 x bfloat> %52, i64 0, !dbg !23
+  %60 = extractelement <2 x bfloat> %52, i64 1, !dbg !23
+  %61 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %53) #1, !dbg !24
+  %62 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %54) #1, !dbg !24
+  %63 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %55) #1, !dbg !24
+  %64 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %56) #1, !dbg !24
+  %65 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %57) #1, !dbg !24
+  %66 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %58) #1, !dbg !24
+  %67 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %59) #1, !dbg !24
+  %68 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %60) #1, !dbg !24
+  %69 = fsub float 0.000000e+00, %33, !dbg !25
+  %70 = fsub float 0.000000e+00, %34, !dbg !25
+  %71 = fsub float 0.000000e+00, %35, !dbg !25
+  %72 = fsub float 0.000000e+00, %36, !dbg !25
+  %73 = fsub float 0.000000e+00, %37, !dbg !25
+  %74 = fsub float 0.000000e+00, %38, !dbg !25
+  %75 = fsub float 0.000000e+00, %39, !dbg !25
+  %76 = fsub float 0.000000e+00, %40, !dbg !25
+  %77 = fmul float %69, 0x3FF7154760000000, !dbg !29
+  %78 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %77) #1, !dbg !29
+  %79 = fmul float %70, 0x3FF7154760000000, !dbg !29
+  %80 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %79) #1, !dbg !29
+  %81 = fmul float %71, 0x3FF7154760000000, !dbg !29
+  %82 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %81) #1, !dbg !29
+  %83 = fmul float %72, 0x3FF7154760000000, !dbg !29
+  %84 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %83) #1, !dbg !29
+  %85 = fmul float %73, 0x3FF7154760000000, !dbg !29
+  %86 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %85) #1, !dbg !29
+  %87 = fmul float %74, 0x3FF7154760000000, !dbg !29
+  %88 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %87) #1, !dbg !29
+  %89 = fmul float %75, 0x3FF7154760000000, !dbg !29
+  %90 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %89) #1, !dbg !29
+  %91 = fmul float %76, 0x3FF7154760000000, !dbg !29
+  %92 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %91) #1, !dbg !29
+  %93 = fadd float %78, 1.000000e+00, !dbg !30
+  %94 = fadd float %80, 1.000000e+00, !dbg !30
+  %95 = fadd float %82, 1.000000e+00, !dbg !30
+  %96 = fadd float %84, 1.000000e+00, !dbg !30
+  %97 = fadd float %86, 1.000000e+00, !dbg !30
+  %98 = fadd float %88, 1.000000e+00, !dbg !30
+  %99 = fadd float %90, 1.000000e+00, !dbg !30
+  %100 = fadd float %92, 1.000000e+00, !dbg !30
+  %101 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %93) #1, !dbg !31
+  %102 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %94) #1, !dbg !31
+  %103 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %95) #1, !dbg !31
+  %104 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %96) #1, !dbg !31
+  %105 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %97) #1, !dbg !31
+  %106 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %98) #1, !dbg !31
+  %107 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %99) #1, !dbg !31
+  %108 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %100) #1, !dbg !31
+  %109 = fmul float %33, %101, !dbg !32
+  %110 = fmul float %34, %102, !dbg !32
+  %111 = fmul float %35, %103, !dbg !32
+  %112 = fmul float %36, %104, !dbg !32
+  %113 = fmul float %37, %105, !dbg !32
+  %114 = fmul float %38, %106, !dbg !32
+  %115 = fmul float %39, %107, !dbg !32
+  %116 = fmul float %40, %108, !dbg !32
+  %117 = fmul float %61, %109, !dbg !33
+  %118 = fmul float %62, %110, !dbg !33
+  %119 = fmul float %63, %111, !dbg !33
+  %120 = fmul float %64, %112, !dbg !33
+  %121 = fmul float %65, %113, !dbg !33
+  %122 = fmul float %66, %114, !dbg !33
+  %123 = fmul float %67, %115, !dbg !33
+  %124 = fmul float %68, %116, !dbg !33
+  %125 = sext i32 %9 to i64, !dbg !34
+  %126 = getelementptr bfloat, ptr addrspace(1) %1, i64 %125, !dbg !34
+  %127 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %117) #1, !dbg !35
+  %128 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %118) #1, !dbg !35
+  %129 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %119) #1, !dbg !35
+  %130 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %120) #1, !dbg !35
+  %131 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %121) #1, !dbg !35
+  %132 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %122) #1, !dbg !35
+  %133 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %123) #1, !dbg !35
+  %134 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %124) #1, !dbg !35
+  %135 = insertelement <2 x bfloat> poison, bfloat %127, i64 0, !dbg !35
+  %136 = insertelement <2 x bfloat> %135, bfloat %128, i64 1, !dbg !35
+  %137 = bitcast <2 x bfloat> %136 to i32, !dbg !35
+  %138 = insertelement <2 x bfloat> poison, bfloat %129, i64 0, !dbg !35
+  %139 = insertelement <2 x bfloat> %138, bfloat %130, i64 1, !dbg !35
+  %140 = bitcast <2 x bfloat> %139 to i32, !dbg !35
+  %141 = insertelement <2 x bfloat> poison, bfloat %131, i64 0, !dbg !35
+  %142 = insertelement <2 x bfloat> %141, bfloat %132, i64 1, !dbg !35
+  %143 = bitcast <2 x bfloat> %142 to i32, !dbg !35
+  %144 = insertelement <2 x bfloat> poison, bfloat %133, i64 0, !dbg !35
+  %145 = insertelement <2 x bfloat> %144, bfloat %134, i64 1, !dbg !35
+  %146 = bitcast <2 x bfloat> %145 to i32, !dbg !35
+  tail call void asm sideeffect "@$5 st.global.v4.b32 [ $4 + 0 ], { $0, $1, $2, $3 };", "r,r,r,r,l,b"(i32 %137, i32 %140, i32 %143, i32 %146, ptr addrspace(1) %126, i1 true) #1, !dbg !35
+  ret void, !dbg !36
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
+
+attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #1 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu")
+!4 = !{ptr @triton_poi_fused_mul_silu_0, !"kernel", i32 1}
+!5 = !{ptr @triton_poi_fused_mul_silu_0, !"reqntidx", i32 128}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = distinct !DISubprogram(name: "triton_poi_fused_mul_silu_0", linkageName: "triton_poi_fused_mul_silu_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
+!9 = !{}
+!10 = !DILocation(line: 21, column: 28, scope: !7)
+!11 = !DILocation(line: 21, column: 33, scope: !7)
+!12 = !DILocation(line: 22, column: 36, scope: !7)
+!13 = !DILocation(line: 22, column: 23, scope: !7)
+!14 = !DILocation(line: 25, column: 19, scope: !7)
+!15 = !DILocation(line: 24, column: 19, scope: !7)
+!16 = !DILocation(line: 27, column: 41, scope: !7)
+!17 = !DILocation(line: 27, column: 35, scope: !7)
+!18 = !DILocation(line: 27, column: 30, scope: !7)
+!19 = !DILocation(line: 27, column: 46, scope: !7)
+!20 = !DILocation(line: 27, column: 55, scope: !7)
+!21 = !DILocation(line: 28, column: 43, scope: !7)
+!22 = !DILocation(line: 28, column: 30, scope: !7)
+!23 = !DILocation(line: 28, column: 54, scope: !7)
+!24 = !DILocation(line: 28, column: 63, scope: !7)
+!25 = !DILocation(line: 47, column: 30, scope: !26, inlinedAt: !28)
+!26 = distinct !DILexicalBlockFile(scope: !7, file: !27, discriminator: 0)
+!27 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
+!28 = !DILocation(line: 30, column: 22, scope: !7)
+!29 = !DILocation(line: 47, column: 29, scope: !26, inlinedAt: !28)
+!30 = !DILocation(line: 47, column: 20, scope: !26, inlinedAt: !28)
+!31 = !DILocation(line: 47, column: 16, scope: !26, inlinedAt: !28)
+!32 = !DILocation(line: 31, column: 18, scope: !7)
+!33 = !DILocation(line: 33, column: 18, scope: !7)
+!34 = !DILocation(line: 34, column: 25, scope: !7)
+!35 = !DILocation(line: 34, column: 36, scope: !7)
+!36 = !DILocation(line: 34, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ptx b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ptx
new file mode 100644
index 0000000..a6c6769
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ptx
@@ -0,0 +1,540 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_poi_fused_mul_silu_0 // -- Begin function triton_poi_fused_mul_silu_0
+                                        // @triton_poi_fused_mul_silu_0
+.visible .entry triton_poi_fused_mul_silu_0(
+	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_0,
+	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_1,
+	.param .u32 triton_poi_fused_mul_silu_0_param_2
+)
+.reqntid 128, 1, 1
+{
+	.reg .pred 	%p<4>;
+	.reg .b16 	%rs<49>;
+	.reg .b32 	%r<89>;
+	.reg .f32 	%f<74>;
+	.reg .b64 	%rd<9>;
+	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd4, [triton_poi_fused_mul_silu_0_param_0];
+	ld.param.u64 	%rd5, [triton_poi_fused_mul_silu_0_param_1];
+$L__tmp0:
+	.loc	1 21 28                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:28
+	// begin inline asm
+	mov.u32 %r1, %ctaid.x;
+	// end inline asm
+	.loc	1 21 33                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:33
+	shl.b32 	%r62, %r1, 10;
+	.loc	1 22 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:36
+	mov.u32 	%r63, %tid.x;
+	shl.b32 	%r64, %r63, 3;
+	and.b32  	%r65, %r64, 1016;
+	.loc	1 22 23                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:23
+	or.b32  	%r66, %r62, %r65;
+	.loc	1 25 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:25:19
+	mul.hi.s32 	%r68, %r66, -580400985;
+	mad.lo.s32 	%r69, %r66, 1, %r68;
+	shr.u32 	%r70, %r69, 31;
+	shr.s32 	%r71, %r69, 14;
+	add.s32 	%r72, %r71, %r70;
+	.loc	1 24 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:24:19
+	mul.lo.s32 	%r73, %r72, 18944;
+	sub.s32 	%r74, %r66, %r73;
+	.loc	1 27 35                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:35
+	mad.lo.s32 	%r75, %r72, 37888, %r74;
+	.loc	1 27 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:30
+	mul.wide.s32 	%rd6, %r75, 2;
+	add.s64 	%rd1, %rd4, %rd6;
+	mov.pred 	%p1, -1;
+	.loc	1 27 46                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:46
+	// begin inline asm
+	mov.u32 %r2, 0x0;
+	mov.u32 %r3, 0x0;
+	mov.u32 %r4, 0x0;
+	mov.u32 %r5, 0x0;
+	@%p1 ld.global.v4.b32 { %r2, %r3, %r4, %r5 }, [ %rd1 + 0 ];
+	// end inline asm
+	mov.b32 	{%rs25, %rs26}, %r2;
+	mov.b32 	{%rs27, %rs28}, %r3;
+	mov.b32 	{%rs29, %rs30}, %r4;
+	mov.b32 	{%rs31, %rs32}, %r5;
+	.loc	1 27 55                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:55
+	// begin inline asm
+	cvt.f32.bf16 %r6, %rs25;
+	// end inline asm
+	mov.b32 	%f17, %r6;
+	// begin inline asm
+	cvt.f32.bf16 %r7, %rs26;
+	// end inline asm
+	mov.b32 	%f18, %r7;
+	// begin inline asm
+	cvt.f32.bf16 %r8, %rs27;
+	// end inline asm
+	mov.b32 	%f19, %r8;
+	// begin inline asm
+	cvt.f32.bf16 %r9, %rs28;
+	// end inline asm
+	mov.b32 	%f20, %r9;
+	// begin inline asm
+	cvt.f32.bf16 %r10, %rs29;
+	// end inline asm
+	mov.b32 	%f21, %r10;
+	// begin inline asm
+	cvt.f32.bf16 %r11, %rs30;
+	// end inline asm
+	mov.b32 	%f22, %r11;
+	// begin inline asm
+	cvt.f32.bf16 %r12, %rs31;
+	// end inline asm
+	mov.b32 	%f23, %r12;
+	// begin inline asm
+	cvt.f32.bf16 %r13, %rs32;
+	// end inline asm
+	mov.b32 	%f24, %r13;
+	.loc	1 28 43                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:43
+	add.s32 	%r80, %r75, 18944;
+	.loc	1 28 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:30
+	mul.wide.s32 	%rd7, %r80, 2;
+	add.s64 	%rd2, %rd4, %rd7;
+	.loc	1 28 54                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:54
+	// begin inline asm
+	mov.u32 %r14, 0x0;
+	mov.u32 %r15, 0x0;
+	mov.u32 %r16, 0x0;
+	mov.u32 %r17, 0x0;
+	@%p1 ld.global.v4.b32 { %r14, %r15, %r16, %r17 }, [ %rd2 + 0 ];
+	// end inline asm
+	mov.b32 	{%rs33, %rs34}, %r14;
+	mov.b32 	{%rs35, %rs36}, %r15;
+	mov.b32 	{%rs37, %rs38}, %r16;
+	mov.b32 	{%rs39, %rs40}, %r17;
+	.loc	1 28 63                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:63
+	// begin inline asm
+	cvt.f32.bf16 %r18, %rs33;
+	// end inline asm
+	mov.b32 	%f25, %r18;
+	// begin inline asm
+	cvt.f32.bf16 %r19, %rs34;
+	// end inline asm
+	mov.b32 	%f26, %r19;
+	// begin inline asm
+	cvt.f32.bf16 %r20, %rs35;
+	// end inline asm
+	mov.b32 	%f27, %r20;
+	// begin inline asm
+	cvt.f32.bf16 %r21, %rs36;
+	// end inline asm
+	mov.b32 	%f28, %r21;
+	// begin inline asm
+	cvt.f32.bf16 %r22, %rs37;
+	// end inline asm
+	mov.b32 	%f29, %r22;
+	// begin inline asm
+	cvt.f32.bf16 %r23, %rs38;
+	// end inline asm
+	mov.b32 	%f30, %r23;
+	// begin inline asm
+	cvt.f32.bf16 %r24, %rs39;
+	// end inline asm
+	mov.b32 	%f31, %r24;
+	// begin inline asm
+	cvt.f32.bf16 %r25, %rs40;
+	// end inline asm
+	mov.b32 	%f32, %r25;
+	mov.f32 	%f33, 0f00000000;
+$L__tmp1:
+	.loc	2 47 30                         // standard.py:47:30
+	sub.f32 	%f34, %f33, %f17;
+	sub.f32 	%f35, %f33, %f18;
+	sub.f32 	%f36, %f33, %f19;
+	sub.f32 	%f37, %f33, %f20;
+	sub.f32 	%f38, %f33, %f21;
+	sub.f32 	%f39, %f33, %f22;
+	sub.f32 	%f40, %f33, %f23;
+	sub.f32 	%f41, %f33, %f24;
+	.loc	2 47 29                         // standard.py:47:29
+	mul.f32 	%f2, %f34, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f1, %f2;
+	// end inline asm
+	mul.f32 	%f4, %f35, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f3, %f4;
+	// end inline asm
+	mul.f32 	%f6, %f36, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f5, %f6;
+	// end inline asm
+	mul.f32 	%f8, %f37, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f7, %f8;
+	// end inline asm
+	mul.f32 	%f10, %f38, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f9, %f10;
+	// end inline asm
+	mul.f32 	%f12, %f39, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f11, %f12;
+	// end inline asm
+	mul.f32 	%f14, %f40, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f13, %f14;
+	// end inline asm
+	mul.f32 	%f16, %f41, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f15, %f16;
+	// end inline asm
+	.loc	2 47 20                         // standard.py:47:20
+	add.f32 	%f42, %f1, 0f3F800000;
+	add.f32 	%f43, %f3, 0f3F800000;
+	add.f32 	%f44, %f5, 0f3F800000;
+	add.f32 	%f45, %f7, 0f3F800000;
+	add.f32 	%f46, %f9, 0f3F800000;
+	add.f32 	%f47, %f11, 0f3F800000;
+	add.f32 	%f48, %f13, 0f3F800000;
+	add.f32 	%f49, %f15, 0f3F800000;
+	.loc	2 47 16                         // standard.py:47:16
+	mov.b32 	%r28, %f42;
+	mov.b32 	%r27, 1065353216;
+	// begin inline asm
+	div.full.f32 %r26, %r27, %r28;
+	// end inline asm
+	mov.b32 	%f50, %r26;
+	mov.b32 	%r31, %f43;
+	// begin inline asm
+	div.full.f32 %r29, %r27, %r31;
+	// end inline asm
+	mov.b32 	%f51, %r29;
+	mov.b32 	%r34, %f44;
+	// begin inline asm
+	div.full.f32 %r32, %r27, %r34;
+	// end inline asm
+	mov.b32 	%f52, %r32;
+	mov.b32 	%r37, %f45;
+	// begin inline asm
+	div.full.f32 %r35, %r27, %r37;
+	// end inline asm
+	mov.b32 	%f53, %r35;
+	mov.b32 	%r40, %f46;
+	// begin inline asm
+	div.full.f32 %r38, %r27, %r40;
+	// end inline asm
+	mov.b32 	%f54, %r38;
+	mov.b32 	%r43, %f47;
+	// begin inline asm
+	div.full.f32 %r41, %r27, %r43;
+	// end inline asm
+	mov.b32 	%f55, %r41;
+	mov.b32 	%r46, %f48;
+	// begin inline asm
+	div.full.f32 %r44, %r27, %r46;
+	// end inline asm
+	mov.b32 	%f56, %r44;
+	mov.b32 	%r49, %f49;
+	// begin inline asm
+	div.full.f32 %r47, %r27, %r49;
+	// end inline asm
+	mov.b32 	%f57, %r47;
+$L__tmp2:
+	.loc	1 31 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:31:18
+	mul.f32 	%f58, %f17, %f50;
+	mul.f32 	%f59, %f18, %f51;
+	mul.f32 	%f60, %f19, %f52;
+	mul.f32 	%f61, %f20, %f53;
+	mul.f32 	%f62, %f21, %f54;
+	mul.f32 	%f63, %f22, %f55;
+	mul.f32 	%f64, %f23, %f56;
+	mul.f32 	%f65, %f24, %f57;
+	.loc	1 33 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:33:18
+	mul.f32 	%f66, %f25, %f58;
+	mul.f32 	%f67, %f26, %f59;
+	mul.f32 	%f68, %f27, %f60;
+	mul.f32 	%f69, %f28, %f61;
+	mul.f32 	%f70, %f29, %f62;
+	mul.f32 	%f71, %f30, %f63;
+	mul.f32 	%f72, %f31, %f64;
+	mul.f32 	%f73, %f32, %f65;
+	.loc	1 34 25                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:25
+	mul.wide.s32 	%rd8, %r66, 2;
+	add.s64 	%rd3, %rd5, %rd8;
+	.loc	1 34 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:36
+	mov.b32 	%r50, %f66;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs17, %r50;
+	// end inline asm
+	mov.b32 	%r51, %f67;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs18, %r51;
+	// end inline asm
+	mov.b32 	%r52, %f68;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs19, %r52;
+	// end inline asm
+	mov.b32 	%r53, %f69;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs20, %r53;
+	// end inline asm
+	mov.b32 	%r54, %f70;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs21, %r54;
+	// end inline asm
+	mov.b32 	%r55, %f71;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs22, %r55;
+	// end inline asm
+	mov.b32 	%r56, %f72;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs23, %r56;
+	// end inline asm
+	mov.b32 	%r57, %f73;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs24, %r57;
+	// end inline asm
+	mov.b32 	%r85, {%rs17, %rs18};
+	mov.b32 	%r86, {%rs19, %rs20};
+	mov.b32 	%r87, {%rs21, %rs22};
+	mov.b32 	%r88, {%rs23, %rs24};
+	// begin inline asm
+	@%p1 st.global.v4.b32 [ %rd3 + 0 ], { %r85, %r86, %r87, %r88 };
+	// end inline asm
+	.loc	1 34 4                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:4
+	ret;
+$L__tmp3:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py"
+	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 1                                   // DW_CHILDREN_yes
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 2                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 0                                   // DW_CHILDREN_no
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 32                                  // DW_AT_inline
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 3                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 1                                   // DW_CHILDREN_yes
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 4                                   // Abbreviation Code
+.b8 29                                  // DW_TAG_inlined_subroutine
+.b8 0                                   // DW_CHILDREN_no
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 88                                  // DW_AT_call_file
+.b8 11                                  // DW_FORM_data1
+.b8 89                                  // DW_AT_call_line
+.b8 11                                  // DW_FORM_data1
+.b8 87                                  // DW_AT_call_column
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 202                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0xc3 DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 117
+.b8 117
+.b8 109
+.b8 109
+.b8 104
+.b8 112
+.b8 121
+.b8 105
+.b8 112
+.b8 106
+.b8 101
+.b8 112
+.b8 122
+.b8 104
+.b8 105
+.b8 103
+.b8 112
+.b8 98
+.b8 98
+.b8 52
+.b8 54
+.b8 118
+.b8 109
+.b8 54
+.b8 106
+.b8 103
+.b8 104
+.b8 107
+.b8 54
+.b8 119
+.b8 120
+.b8 100
+.b8 110
+.b8 109
+.b8 112
+.b8 117
+.b8 119
+.b8 116
+.b8 52
+.b8 51
+.b8 101
+.b8 107
+.b8 107
+.b8 119
+.b8 102
+.b8 121
+.b8 102
+.b8 52
+.b8 50
+.b8 53
+.b8 101
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 117
+.b8 117
+.b8 0
+.b8 2                                   // Abbrev [2] 0x81:0x1e DW_TAG_subprogram
+.b8 116                                 // DW_AT_name
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 95
+.b8 112
+.b8 111
+.b8 105
+.b8 95
+.b8 102
+.b8 117
+.b8 115
+.b8 101
+.b8 100
+.b8 95
+.b8 109
+.b8 117
+.b8 108
+.b8 95
+.b8 115
+.b8 105
+.b8 108
+.b8 117
+.b8 95
+.b8 48
+.b8 0
+.b8 1                                   // DW_AT_inline
+.b8 3                                   // Abbrev [3] 0x9f:0x2e DW_TAG_subprogram
+.b64 $L__func_begin0                    // DW_AT_low_pc
+.b64 $L__func_end0                      // DW_AT_high_pc
+.b32 129                                // DW_AT_abstract_origin
+.b8 4                                   // Abbrev [4] 0xb4:0x18 DW_TAG_inlined_subroutine
+.b32 129                                // DW_AT_abstract_origin
+.b64 $L__tmp1                           // DW_AT_low_pc
+.b64 $L__tmp2                           // DW_AT_high_pc
+.b8 1                                   // DW_AT_call_file
+.b8 30                                  // DW_AT_call_line
+.b8 22                                  // DW_AT_call_column
+.b8 0                                   // End Of Children Mark
+.b8 0                                   // End Of Children Mark
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttgir b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttgir
new file mode 100644
index 0000000..51e8627
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttgir
@@ -0,0 +1,71 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [8], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<1.000000e+00> : tensor<1024xf32, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<0.000000e+00> : tensor<1024xf32, #blocked> loc(#loc1)
+    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
+    %cst_1 = arith.constant dense<18944> : tensor<1024xi32, #blocked> loc(#loc1)
+    %cst_2 = arith.constant dense<37888> : tensor<1024xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32, #blocked> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<1024xi32, #blocked> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<1024xi32, #blocked> loc(#loc5)
+    %5 = arith.remsi %4, %cst_1 : tensor<1024xi32, #blocked> loc(#loc6)
+    %6 = arith.divsi %4, %cst_1 : tensor<1024xi32, #blocked> loc(#loc7)
+    %7 = arith.muli %6, %cst_2 : tensor<1024xi32, #blocked> loc(#loc8)
+    %8 = arith.addi %5, %7 : tensor<1024xi32, #blocked> loc(#loc9)
+    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc10)
+    %10 = tt.addptr %9, %8 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc10)
+    %11 = tt.load %10 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc11)
+    %12 = arith.extf %11 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc12)
+    %13 = arith.addi %5, %cst_1 : tensor<1024xi32, #blocked> loc(#loc13)
+    %14 = arith.addi %13, %7 : tensor<1024xi32, #blocked> loc(#loc14)
+    %15 = tt.addptr %9, %14 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc15)
+    %16 = tt.load %15 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc16)
+    %17 = arith.extf %16 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc17)
+    %18 = arith.subf %cst_0, %12 : tensor<1024xf32, #blocked> loc(#loc28)
+    %19 = math.exp %18 : tensor<1024xf32, #blocked> loc(#loc29)
+    %20 = arith.addf %19, %cst : tensor<1024xf32, #blocked> loc(#loc30)
+    %21 = arith.divf %cst, %20 : tensor<1024xf32, #blocked> loc(#loc31)
+    %22 = arith.mulf %12, %21 : tensor<1024xf32, #blocked> loc(#loc23)
+    %23 = arith.mulf %22, %17 : tensor<1024xf32, #blocked> loc(#loc24)
+    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc25)
+    %25 = tt.addptr %24, %4 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc25)
+    %26 = arith.truncf %23 : tensor<1024xf32, #blocked> to tensor<1024xbf16, #blocked> loc(#loc26)
+    tt.store %25, %26 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc26)
+    tt.return loc(#loc27)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
+#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
+#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
+#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
+#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
+#loc28 = loc(callsite(#loc18 at #loc19))
+#loc29 = loc(callsite(#loc20 at #loc19))
+#loc30 = loc(callsite(#loc21 at #loc19))
+#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttir b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttir
new file mode 100644
index 0000000..7e7fc6b
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttir
@@ -0,0 +1,70 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
+module {
+  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<0.000000e+00> : tensor<1024xf32> loc(#loc1)
+    %cst_0 = arith.constant dense<1.000000e+00> : tensor<1024xf32> loc(#loc1)
+    %cst_1 = arith.constant dense<37888> : tensor<1024xi32> loc(#loc1)
+    %cst_2 = arith.constant dense<18944> : tensor<1024xi32> loc(#loc1)
+    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<1024xi32> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<1024xi32> loc(#loc5)
+    %5 = arith.remsi %4, %cst_2 : tensor<1024xi32> loc(#loc6)
+    %6 = arith.divsi %4, %cst_2 : tensor<1024xi32> loc(#loc7)
+    %7 = arith.muli %6, %cst_1 : tensor<1024xi32> loc(#loc8)
+    %8 = arith.addi %5, %7 : tensor<1024xi32> loc(#loc9)
+    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc10)
+    %10 = tt.addptr %9, %8 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc10)
+    %11 = tt.load %10 : tensor<1024x!tt.ptr<bf16>> loc(#loc11)
+    %12 = arith.extf %11 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc12)
+    %13 = arith.addi %5, %cst_2 : tensor<1024xi32> loc(#loc13)
+    %14 = arith.addi %13, %7 : tensor<1024xi32> loc(#loc14)
+    %15 = tt.addptr %9, %14 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc15)
+    %16 = tt.load %15 : tensor<1024x!tt.ptr<bf16>> loc(#loc16)
+    %17 = arith.extf %16 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc17)
+    %18 = arith.subf %cst, %12 : tensor<1024xf32> loc(#loc28)
+    %19 = math.exp %18 : tensor<1024xf32> loc(#loc29)
+    %20 = arith.addf %19, %cst_0 : tensor<1024xf32> loc(#loc30)
+    %21 = arith.divf %cst_0, %20 : tensor<1024xf32> loc(#loc31)
+    %22 = arith.mulf %12, %21 : tensor<1024xf32> loc(#loc23)
+    %23 = arith.mulf %22, %17 : tensor<1024xf32> loc(#loc24)
+    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc25)
+    %25 = tt.addptr %24, %4 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc25)
+    %26 = arith.truncf %23 : tensor<1024xf32> to tensor<1024xbf16> loc(#loc26)
+    tt.store %25, %26 : tensor<1024x!tt.ptr<bf16>> loc(#loc26)
+    tt.return loc(#loc27)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
+#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
+#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
+#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
+#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
+#loc28 = loc(callsite(#loc18 at #loc19))
+#loc29 = loc(callsite(#loc20 at #loc19))
+#loc30 = loc(callsite(#loc21 at #loc19))
+#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
new file mode 100644
index 0000000..069a8aa
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
@@ -0,0 +1 @@
+{"child_paths": {"triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.cubin": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.cubin", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json"}}
\ No newline at end of file
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diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
new file mode 100644
index 0000000..5d17753
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
@@ -0,0 +1 @@
+{"hash": "076227a47faad07b510a03e5df0cf40cb1c6e5d5054e8b6c9a29563eee0a0853", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 16, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 64, "name": "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
new file mode 100644
index 0000000..c0a0e2e
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
@@ -0,0 +1,368 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+@global_smem = external addrspace(3) global [0 x i8], align 16
+@.str = private unnamed_addr constant [11 x i8] c"__CUDA_FTZ\00", align 1
+
+define void @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, i32 %3, i32 %4) local_unnamed_addr !dbg !7 {
+  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #5, !dbg !10
+  %.fr11 = freeze i32 %6, !dbg !11
+  %7 = icmp slt i32 %.fr11, 64, !dbg !11
+  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
+  %9 = and i32 %8, 31, !dbg !12
+  %10 = lshr i32 %8, 5, !dbg !12
+  %11 = shl i32 %8, 2, !dbg !12
+  %12 = and i32 %11, 2044, !dbg !12
+  %13 = mul i32 %.fr11, 3584, !dbg !13
+  %14 = add i32 %12, %13, !dbg !14
+  %15 = sext i32 %14 to i64, !dbg !15
+  %16 = getelementptr bfloat, ptr addrspace(1) %0, i64 %15, !dbg !15
+  br i1 %7, label %.split.preheader, label %.split.us.preheader
+
+.split.us.preheader:                              ; preds = %5
+  %17 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %16, i1 false, i32 0, i1 false, i32 0, i1 false) #5, !dbg !16
+  %18 = extractvalue { i32, i32 } %17, 0, !dbg !16
+  %19 = bitcast i32 %18 to <2 x bfloat>, !dbg !16
+  %20 = extractvalue { i32, i32 } %17, 1, !dbg !16
+  %21 = bitcast i32 %20 to <2 x bfloat>, !dbg !16
+  %22 = extractelement <2 x bfloat> %19, i64 0, !dbg !16
+  %23 = extractelement <2 x bfloat> %19, i64 1, !dbg !16
+  %24 = extractelement <2 x bfloat> %21, i64 0, !dbg !16
+  %25 = extractelement <2 x bfloat> %21, i64 1, !dbg !16
+  %26 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %22) #5, !dbg !17
+  %27 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #5, !dbg !17
+  %28 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %24) #5, !dbg !17
+  %29 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %25) #5, !dbg !17
+  %30 = or disjoint i32 %12, 2048, !dbg !18
+  %31 = add i32 %30, %13, !dbg !14
+  %32 = sext i32 %31 to i64, !dbg !15
+  %33 = getelementptr bfloat, ptr addrspace(1) %0, i64 %32, !dbg !15
+  %34 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %33, i1 false, i32 0, i1 false, i32 0, i1 false) #5, !dbg !16
+  %35 = extractvalue { i32, i32 } %34, 0, !dbg !16
+  %36 = bitcast i32 %35 to <2 x bfloat>, !dbg !16
+  %37 = extractvalue { i32, i32 } %34, 1, !dbg !16
+  %38 = bitcast i32 %37 to <2 x bfloat>, !dbg !16
+  %39 = extractelement <2 x bfloat> %36, i64 0, !dbg !16
+  %40 = extractelement <2 x bfloat> %36, i64 1, !dbg !16
+  %41 = extractelement <2 x bfloat> %38, i64 0, !dbg !16
+  %42 = extractelement <2 x bfloat> %38, i64 1, !dbg !16
+  %43 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %39) #5, !dbg !17
+  %44 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %40) #5, !dbg !17
+  %45 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %41) #5, !dbg !17
+  %46 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %42) #5, !dbg !17
+  br label %__nv_rsqrtf.exit, !dbg !19
+
+.split.preheader:                                 ; preds = %5
+  %47 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %16, i1 true, i32 0, i1 true, i32 0, i1 true) #5, !dbg !16
+  %48 = extractvalue { i32, i32 } %47, 0, !dbg !16
+  %49 = bitcast i32 %48 to <2 x bfloat>, !dbg !16
+  %50 = extractvalue { i32, i32 } %47, 1, !dbg !16
+  %51 = bitcast i32 %50 to <2 x bfloat>, !dbg !16
+  %52 = extractelement <2 x bfloat> %49, i64 0, !dbg !16
+  %53 = extractelement <2 x bfloat> %49, i64 1, !dbg !16
+  %54 = extractelement <2 x bfloat> %51, i64 0, !dbg !16
+  %55 = extractelement <2 x bfloat> %51, i64 1, !dbg !16
+  %56 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %52) #5, !dbg !17
+  %57 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %53) #5, !dbg !17
+  %58 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %54) #5, !dbg !17
+  %59 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %55) #5, !dbg !17
+  %60 = fmul float %56, %56, !dbg !23
+  %61 = fmul float %57, %57, !dbg !23
+  %62 = fmul float %58, %58, !dbg !23
+  %63 = fmul float %59, %59, !dbg !23
+  %64 = or disjoint i32 %12, 2048, !dbg !18
+  %65 = icmp samesign ult i32 %64, 3584, !dbg !24
+  %66 = add i32 %64, %13, !dbg !14
+  %67 = sext i32 %66 to i64, !dbg !15
+  %68 = getelementptr bfloat, ptr addrspace(1) %0, i64 %67, !dbg !15
+  %69 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %68, i1 %65, i32 0, i1 %65, i32 0, i1 %65) #5, !dbg !16
+  %70 = extractvalue { i32, i32 } %69, 0, !dbg !16
+  %71 = bitcast i32 %70 to <2 x bfloat>, !dbg !16
+  %72 = extractvalue { i32, i32 } %69, 1, !dbg !16
+  %73 = bitcast i32 %72 to <2 x bfloat>, !dbg !16
+  %74 = extractelement <2 x bfloat> %71, i64 0, !dbg !16
+  %75 = extractelement <2 x bfloat> %71, i64 1, !dbg !16
+  %76 = extractelement <2 x bfloat> %73, i64 0, !dbg !16
+  %77 = extractelement <2 x bfloat> %73, i64 1, !dbg !16
+  %78 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %74) #5, !dbg !17
+  %79 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %75) #5, !dbg !17
+  %80 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %76) #5, !dbg !17
+  %81 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %77) #5, !dbg !17
+  %82 = fmul float %78, %78, !dbg !23
+  %83 = fmul float %79, %79, !dbg !23
+  %84 = fmul float %80, %80, !dbg !23
+  %85 = fmul float %81, %81, !dbg !23
+  %86 = fadd float %60, %82, !dbg !25
+  %87 = fadd float %61, %83, !dbg !25
+  %88 = fadd float %62, %84, !dbg !25
+  %89 = fadd float %63, %85, !dbg !25
+  %spec.select.1 = select i1 %65, float %86, float %60, !dbg !26
+  %90 = select i1 %65, float %87, float %61, !dbg !26
+  %91 = select i1 %65, float %88, float %62, !dbg !26
+  %92 = select i1 %65, float %89, float %63, !dbg !26
+  %93 = fadd float %spec.select.1, %90, !dbg !19
+  %94 = fadd float %91, %93, !dbg !19
+  %95 = fadd float %92, %94, !dbg !19
+  br label %__nv_rsqrtf.exit, !dbg !19
+
+__nv_rsqrtf.exit:                                 ; preds = %.split.us.preheader, %.split.preheader
+  %96 = phi float [ %95, %.split.preheader ], [ 0.000000e+00, %.split.us.preheader ], !dbg !27
+  %97 = bitcast float %96 to i32, !dbg !19
+  %98 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %97, i32 16, i32 31), !dbg !19
+  %99 = bitcast i32 %98 to float, !dbg !19
+  %100 = fadd float %96, %99, !dbg !27
+  %101 = bitcast float %100 to i32, !dbg !19
+  %102 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %101, i32 8, i32 31), !dbg !19
+  %103 = bitcast i32 %102 to float, !dbg !19
+  %104 = fadd float %100, %103, !dbg !27
+  %105 = bitcast float %104 to i32, !dbg !19
+  %106 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %105, i32 4, i32 31), !dbg !19
+  %107 = bitcast i32 %106 to float, !dbg !19
+  %108 = fadd float %104, %107, !dbg !27
+  %109 = bitcast float %108 to i32, !dbg !19
+  %110 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %109, i32 2, i32 31), !dbg !19
+  %111 = bitcast i32 %110 to float, !dbg !19
+  %112 = fadd float %108, %111, !dbg !27
+  %113 = bitcast float %112 to i32, !dbg !19
+  %114 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %113, i32 1, i32 31), !dbg !19
+  %115 = bitcast i32 %114 to float, !dbg !19
+  %116 = fadd float %112, %115, !dbg !27
+  %117 = icmp eq i32 %9, 0, !dbg !19
+  %118 = and i32 %10, 15, !dbg !19
+  %119 = zext nneg i32 %118 to i64, !dbg !19
+  %120 = getelementptr float, ptr addrspace(3) @global_smem, i64 %119, !dbg !19
+  %121 = bitcast float %116 to <1 x i32>, !dbg !19
+  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %120, <1 x i32> %121, i1 %117) #5, !dbg !19
+  tail call void @llvm.nvvm.barrier0(), !dbg !19
+  %122 = icmp slt i32 %8, 16, !dbg !19
+  %123 = sext i32 %8 to i64, !dbg !19
+  %124 = getelementptr float, ptr addrspace(3) @global_smem, i64 %123, !dbg !19
+  %125 = tail call i32 asm sideeffect "@$2 ld.shared.b32 $0, [ $1 + 0 ];", "=r,r,b"(ptr addrspace(3) %124, i1 %122) #5, !dbg !19
+  %126 = bitcast i32 %125 to float, !dbg !19
+  %127 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %125, i32 8, i32 31), !dbg !19
+  %128 = bitcast i32 %127 to float, !dbg !19
+  %129 = fadd float %126, %128, !dbg !27
+  %130 = bitcast float %129 to i32, !dbg !19
+  %131 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %130, i32 4, i32 31), !dbg !19
+  %132 = bitcast i32 %131 to float, !dbg !19
+  %133 = fadd float %129, %132, !dbg !27
+  %134 = bitcast float %133 to i32, !dbg !19
+  %135 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %134, i32 2, i32 31), !dbg !19
+  %136 = bitcast i32 %135 to float, !dbg !19
+  %137 = fadd float %133, %136, !dbg !27
+  %138 = bitcast float %137 to i32, !dbg !19
+  %139 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %138, i32 1, i32 31), !dbg !19
+  %140 = bitcast i32 %139 to float, !dbg !19
+  %141 = fadd float %137, %140, !dbg !27
+  %142 = and i32 %8, 15, !dbg !19
+  %143 = icmp eq i32 %142, 0, !dbg !19
+  %144 = and i1 %122, %143, !dbg !19
+  %145 = bitcast float %141 to <1 x i32>, !dbg !19
+  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %124, <1 x i32> %145, i1 %144) #5, !dbg !19
+  tail call void @llvm.nvvm.barrier0(), !dbg !19
+  %146 = load float, ptr addrspace(3) @global_smem, align 16, !dbg !19
+  %147 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float %146, float 3.584000e+03) #5, !dbg !29
+  %148 = fadd float %147, 0x3EB0C6F7A0000000, !dbg !30
+  %149 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
+  %150 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
+  %151 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
+  %152 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
+  %.not.i8 = icmp eq i32 %152, 0, !dbg !31
+  br i1 %.not.i8, label %155, label %153, !dbg !31
+
+153:                                              ; preds = %__nv_rsqrtf.exit
+  %154 = tail call float @llvm.nvvm.rsqrt.approx.ftz.f(float %148), !dbg !31
+  br label %__nv_rsqrtf.exit10, !dbg !31
+
+155:                                              ; preds = %__nv_rsqrtf.exit
+  %156 = tail call float @llvm.nvvm.rsqrt.approx.f(float %148), !dbg !31
+  br label %__nv_rsqrtf.exit10, !dbg !31
+
+__nv_rsqrtf.exit10:                               ; preds = %153, %155
+  %.0.i9 = phi float [ %154, %153 ], [ %156, %155 ], !dbg !31
+  %157 = zext nneg i32 %12 to i64, !dbg !32
+  %158 = add i32 %12, %13, !dbg !33
+  %159 = sext i32 %158 to i64, !dbg !34
+  %160 = getelementptr bfloat, ptr addrspace(1) %0, i64 %159, !dbg !34
+  %161 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %160, i1 %7, i32 0, i1 %7, i32 0, i1 %7) #5, !dbg !35
+  %162 = extractvalue { i32, i32 } %161, 0, !dbg !35
+  %163 = bitcast i32 %162 to <2 x bfloat>, !dbg !35
+  %164 = extractvalue { i32, i32 } %161, 1, !dbg !35
+  %165 = bitcast i32 %164 to <2 x bfloat>, !dbg !35
+  %166 = extractelement <2 x bfloat> %163, i64 0, !dbg !35
+  %167 = extractelement <2 x bfloat> %163, i64 1, !dbg !35
+  %168 = extractelement <2 x bfloat> %165, i64 0, !dbg !35
+  %169 = extractelement <2 x bfloat> %165, i64 1, !dbg !35
+  %170 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %166) #5, !dbg !36
+  %171 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %167) #5, !dbg !36
+  %172 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %168) #5, !dbg !36
+  %173 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %169) #5, !dbg !36
+  %174 = getelementptr bfloat, ptr addrspace(1) %1, i64 %157, !dbg !37
+  %175 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %174, i1 true, i32 0, i1 true, i32 0, i1 true) #5, !dbg !38
+  %176 = extractvalue { i32, i32 } %175, 0, !dbg !38
+  %177 = bitcast i32 %176 to <2 x bfloat>, !dbg !38
+  %178 = extractvalue { i32, i32 } %175, 1, !dbg !38
+  %179 = bitcast i32 %178 to <2 x bfloat>, !dbg !38
+  %180 = extractelement <2 x bfloat> %177, i64 0, !dbg !38
+  %181 = extractelement <2 x bfloat> %177, i64 1, !dbg !38
+  %182 = extractelement <2 x bfloat> %179, i64 0, !dbg !38
+  %183 = extractelement <2 x bfloat> %179, i64 1, !dbg !38
+  %184 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %180) #5, !dbg !39
+  %185 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %181) #5, !dbg !39
+  %186 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %182) #5, !dbg !39
+  %187 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %183) #5, !dbg !39
+  %188 = fmul float %.0.i9, %170, !dbg !40
+  %189 = fmul float %.0.i9, %171, !dbg !40
+  %190 = fmul float %.0.i9, %172, !dbg !40
+  %191 = fmul float %.0.i9, %173, !dbg !40
+  %192 = fmul float %188, %184, !dbg !41
+  %193 = fmul float %189, %185, !dbg !41
+  %194 = fmul float %190, %186, !dbg !41
+  %195 = fmul float %191, %187, !dbg !41
+  %196 = getelementptr bfloat, ptr addrspace(1) %2, i64 %159, !dbg !42
+  %197 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %192) #5, !dbg !43
+  %198 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %193) #5, !dbg !43
+  %199 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %194) #5, !dbg !43
+  %200 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %195) #5, !dbg !43
+  %201 = insertelement <2 x bfloat> poison, bfloat %197, i64 0, !dbg !43
+  %202 = insertelement <2 x bfloat> %201, bfloat %198, i64 1, !dbg !43
+  %203 = bitcast <2 x bfloat> %202 to i32, !dbg !43
+  %204 = insertelement <2 x bfloat> poison, bfloat %199, i64 0, !dbg !43
+  %205 = insertelement <2 x bfloat> %204, bfloat %200, i64 1, !dbg !43
+  %206 = bitcast <2 x bfloat> %205 to i32, !dbg !43
+  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %203, i32 %206, ptr addrspace(1) %196, i1 %7) #5, !dbg !43
+  %207 = or disjoint i64 %157, 2048, !dbg !44
+  %208 = icmp samesign ult i64 %207, 3584, !dbg !45
+  %209 = trunc nuw nsw i64 %207 to i32, !dbg !33
+  %210 = add i32 %13, %209, !dbg !33
+  %211 = sext i32 %210 to i64, !dbg !34
+  %212 = getelementptr bfloat, ptr addrspace(1) %0, i64 %211, !dbg !34
+  %213 = and i1 %7, %208, !dbg !46
+  %214 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %212, i1 %213, i32 0, i1 %213, i32 0, i1 %213) #5, !dbg !35
+  %215 = extractvalue { i32, i32 } %214, 0, !dbg !35
+  %216 = bitcast i32 %215 to <2 x bfloat>, !dbg !35
+  %217 = extractvalue { i32, i32 } %214, 1, !dbg !35
+  %218 = bitcast i32 %217 to <2 x bfloat>, !dbg !35
+  %219 = extractelement <2 x bfloat> %216, i64 0, !dbg !35
+  %220 = extractelement <2 x bfloat> %216, i64 1, !dbg !35
+  %221 = extractelement <2 x bfloat> %218, i64 0, !dbg !35
+  %222 = extractelement <2 x bfloat> %218, i64 1, !dbg !35
+  %223 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %219) #5, !dbg !36
+  %224 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %220) #5, !dbg !36
+  %225 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %221) #5, !dbg !36
+  %226 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %222) #5, !dbg !36
+  %227 = getelementptr bfloat, ptr addrspace(1) %1, i64 %207, !dbg !37
+  %228 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %227, i1 %208, i32 0, i1 %208, i32 0, i1 %208) #5, !dbg !38
+  %229 = extractvalue { i32, i32 } %228, 0, !dbg !38
+  %230 = bitcast i32 %229 to <2 x bfloat>, !dbg !38
+  %231 = extractvalue { i32, i32 } %228, 1, !dbg !38
+  %232 = bitcast i32 %231 to <2 x bfloat>, !dbg !38
+  %233 = extractelement <2 x bfloat> %230, i64 0, !dbg !38
+  %234 = extractelement <2 x bfloat> %230, i64 1, !dbg !38
+  %235 = extractelement <2 x bfloat> %232, i64 0, !dbg !38
+  %236 = extractelement <2 x bfloat> %232, i64 1, !dbg !38
+  %237 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %233) #5, !dbg !39
+  %238 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %234) #5, !dbg !39
+  %239 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %235) #5, !dbg !39
+  %240 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %236) #5, !dbg !39
+  %241 = fmul float %.0.i9, %223, !dbg !40
+  %242 = fmul float %.0.i9, %224, !dbg !40
+  %243 = fmul float %.0.i9, %225, !dbg !40
+  %244 = fmul float %.0.i9, %226, !dbg !40
+  %245 = fmul float %241, %237, !dbg !41
+  %246 = fmul float %242, %238, !dbg !41
+  %247 = fmul float %243, %239, !dbg !41
+  %248 = fmul float %244, %240, !dbg !41
+  %249 = getelementptr bfloat, ptr addrspace(1) %2, i64 %211, !dbg !42
+  %250 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %245) #5, !dbg !43
+  %251 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %246) #5, !dbg !43
+  %252 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %247) #5, !dbg !43
+  %253 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %248) #5, !dbg !43
+  %254 = insertelement <2 x bfloat> poison, bfloat %250, i64 0, !dbg !43
+  %255 = insertelement <2 x bfloat> %254, bfloat %251, i64 1, !dbg !43
+  %256 = bitcast <2 x bfloat> %255 to i32, !dbg !43
+  %257 = insertelement <2 x bfloat> poison, bfloat %252, i64 0, !dbg !43
+  %258 = insertelement <2 x bfloat> %257, bfloat %253, i64 1, !dbg !43
+  %259 = bitcast <2 x bfloat> %258 to i32, !dbg !43
+  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %256, i32 %259, ptr addrspace(1) %249, i1 %213) #5, !dbg !43
+  ret void, !dbg !47
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
+
+; Function Attrs: convergent nocallback nounwind memory(inaccessiblemem: readwrite)
+declare i32 @llvm.nvvm.shfl.sync.bfly.i32(i32, i32, i32, i32) #1
+
+; Function Attrs: convergent nocallback nounwind
+declare void @llvm.nvvm.barrier0() #2
+
+declare i32 @__nvvm_reflect(ptr) local_unnamed_addr #3
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
+declare float @llvm.nvvm.rsqrt.approx.ftz.f(float) #4
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
+declare float @llvm.nvvm.rsqrt.approx.f(float) #4
+
+attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #1 = { convergent nocallback nounwind memory(inaccessiblemem: readwrite) }
+attributes #2 = { convergent nocallback nounwind }
+attributes #3 = { "disable-tail-calls"="false" "frame-pointer"="all" "less-precise-fpmad"="false" "no-infs-fp-math"="false" "no-nans-fp-math"="false" "stack-protector-buffer-size"="8" "unsafe-fp-math"="false" "use-soft-float"="false" }
+attributes #4 = { mustprogress nocallback nofree nosync nounwind willreturn memory(none) }
+attributes #5 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq")
+!4 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"kernel", i32 1}
+!5 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"reqntidx", i32 512}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = distinct !DISubprogram(name: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", linkageName: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
+!9 = !{}
+!10 = !DILocation(line: 22, column: 28, scope: !7)
+!11 = !DILocation(line: 24, column: 21, scope: !7)
+!12 = !DILocation(line: 25, column: 33, scope: !7)
+!13 = !DILocation(line: 32, column: 44, scope: !7)
+!14 = !DILocation(line: 32, column: 39, scope: !7)
+!15 = !DILocation(line: 32, column: 34, scope: !7)
+!16 = !DILocation(line: 32, column: 49, scope: !7)
+!17 = !DILocation(line: 32, column: 108, scope: !7)
+!18 = !DILocation(line: 29, column: 27, scope: !7)
+!19 = !DILocation(line: 267, column: 36, scope: !20, inlinedAt: !22)
+!20 = distinct !DILexicalBlockFile(scope: !7, file: !21, discriminator: 0)
+!21 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
+!22 = !DILocation(line: 38, column: 25, scope: !7)
+!23 = !DILocation(line: 34, column: 22, scope: !7)
+!24 = !DILocation(line: 30, column: 25, scope: !7)
+!25 = !DILocation(line: 36, column: 23, scope: !7)
+!26 = !DILocation(line: 37, column: 46, scope: !7)
+!27 = !DILocation(line: 256, column: 15, scope: !28, inlinedAt: !22)
+!28 = distinct !DILexicalBlockFile(scope: !20, file: !21, discriminator: 0)
+!29 = !DILocation(line: 47, column: 22, scope: !7)
+!30 = !DILocation(line: 49, column: 23, scope: !7)
+!31 = !DILocation(line: 50, column: 32, scope: !7)
+!32 = !DILocation(line: 39, column: 36, scope: !7)
+!33 = !DILocation(line: 43, column: 39, scope: !7)
+!34 = !DILocation(line: 43, column: 34, scope: !7)
+!35 = !DILocation(line: 43, column: 49, scope: !7)
+!36 = !DILocation(line: 43, column: 109, scope: !7)
+!37 = !DILocation(line: 44, column: 35, scope: !7)
+!38 = !DILocation(line: 44, column: 40, scope: !7)
+!39 = !DILocation(line: 44, column: 91, scope: !7)
+!40 = !DILocation(line: 51, column: 23, scope: !7)
+!41 = !DILocation(line: 53, column: 24, scope: !7)
+!42 = !DILocation(line: 54, column: 29, scope: !7)
+!43 = !DILocation(line: 54, column: 51, scope: !7)
+!44 = !DILocation(line: 40, column: 27, scope: !7)
+!45 = !DILocation(line: 41, column: 25, scope: !7)
+!46 = !DILocation(line: 43, column: 57, scope: !7)
+!47 = !DILocation(line: 39, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
new file mode 100644
index 0000000..d4cbb0e
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
@@ -0,0 +1,713 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 // -- Begin function triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
+.extern .shared .align 16 .b8 global_smem[];
+.global .align 1 .b8 _$_str[11] = {95, 95, 67, 85, 68, 65, 95, 70, 84, 90};
+                                        // @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
+.visible .entry triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0,
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1,
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2,
+	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_3,
+	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_4
+)
+.reqntid 512, 1, 1
+{
+	.reg .pred 	%p<33>;
+	.reg .b16 	%rs<73>;
+	.reg .b32 	%r<140>;
+	.reg .f32 	%f<81>;
+	.reg .b64 	%rd<24>;
+	.loc	1 19 0                          // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd5, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2];
+	ld.param.u64 	%rd4, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1];
+	ld.param.u64 	%rd3, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0];
+$L__tmp0:
+	.loc	1 22 28                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:22:28
+	// begin inline asm
+	mov.u32 %r7, %ctaid.x;
+	// end inline asm
+	.loc	1 24 21                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:24:21
+	setp.lt.s32 	%p17, %r7, 64;
+	.loc	1 25 33                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:25:33
+	mov.u32 	%r2, %tid.x;
+	and.b32  	%r3, %r2, 31;
+	shr.u32 	%r4, %r2, 5;
+	shl.b32 	%r8, %r2, 2;
+	and.b32  	%r5, %r8, 2044;
+	.loc	1 32 44                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:44
+	mul.lo.s32 	%r6, %r7, 3584;
+	.loc	1 32 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:39
+	add.s32 	%r9, %r5, %r6;
+	.loc	1 32 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:34
+	cvt.s64.s32 	%rd1, %r9;
+	mul.wide.s32 	%rd6, %r9, 2;
+	add.s64 	%rd13, %rd3, %rd6;
+	mov.b32 	%r61, 0;
+	mov.pred 	%p20, -1;
+	@%p17 bra 	$L__BB0_2;
+	bra.uni 	$L__BB0_1;
+$L__BB0_2:                              // %.split.preheader
+	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
+	// begin inline asm
+	mov.u32 %r28, 0x0;
+	mov.u32 %r29, 0x0;
+	@%p20 ld.global.L1::evict_last.v2.b32 { %r28, %r29 }, [ %rd13 + 0 ];
+	@!%p20 mov.u32 %r28, %r61;
+	@!%p20 mov.u32 %r29, %r61;
+	// end inline asm
+	mov.b32 	{%rs17, %rs18}, %r28;
+	mov.b32 	{%rs19, %rs20}, %r29;
+	.loc	1 32 108                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:108
+	// begin inline asm
+	cvt.f32.bf16 %r32, %rs17;
+	// end inline asm
+	mov.b32 	%f4, %r32;
+	// begin inline asm
+	cvt.f32.bf16 %r33, %rs18;
+	// end inline asm
+	mov.b32 	%f5, %r33;
+	// begin inline asm
+	cvt.f32.bf16 %r34, %rs19;
+	// end inline asm
+	mov.b32 	%f6, %r34;
+	// begin inline asm
+	cvt.f32.bf16 %r35, %rs20;
+	// end inline asm
+	mov.b32 	%f7, %r35;
+	.loc	1 34 22                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:34:22
+	mul.f32 	%f8, %f4, %f4;
+	mul.f32 	%f9, %f5, %f5;
+	mul.f32 	%f10, %f6, %f6;
+	mul.f32 	%f11, %f7, %f7;
+	.loc	1 29 27                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:29:27
+	or.b32  	%r46, %r5, 2048;
+	.loc	1 30 25                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:30:25
+	setp.lt.u32 	%p11, %r46, 3584;
+	.loc	1 32 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:39
+	add.s32 	%r47, %r46, %r6;
+	.loc	1 32 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:34
+	mul.wide.s32 	%rd12, %r47, 2;
+	add.s64 	%rd11, %rd3, %rd12;
+	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
+	// begin inline asm
+	mov.u32 %r36, 0x0;
+	mov.u32 %r37, 0x0;
+	@%p11 ld.global.L1::evict_last.v2.b32 { %r36, %r37 }, [ %rd11 + 0 ];
+	@!%p11 mov.u32 %r36, %r61;
+	@!%p11 mov.u32 %r37, %r61;
+	// end inline asm
+	mov.b32 	{%rs21, %rs22}, %r36;
+	mov.b32 	{%rs23, %rs24}, %r37;
+	.loc	1 32 108                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:108
+	// begin inline asm
+	cvt.f32.bf16 %r40, %rs21;
+	// end inline asm
+	mov.b32 	%f12, %r40;
+	// begin inline asm
+	cvt.f32.bf16 %r41, %rs22;
+	// end inline asm
+	mov.b32 	%f13, %r41;
+	// begin inline asm
+	cvt.f32.bf16 %r42, %rs23;
+	// end inline asm
+	mov.b32 	%f14, %r42;
+	// begin inline asm
+	cvt.f32.bf16 %r43, %rs24;
+	// end inline asm
+	mov.b32 	%f15, %r43;
+	.loc	1 36 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:36:23
+	fma.rn.f32 	%f16, %f12, %f12, %f8;
+	fma.rn.f32 	%f17, %f13, %f13, %f9;
+	fma.rn.f32 	%f18, %f14, %f14, %f10;
+	fma.rn.f32 	%f19, %f15, %f15, %f11;
+	.loc	1 37 46                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:37:46
+	selp.f32 	%f20, %f16, %f8, %p11;
+	selp.f32 	%f21, %f17, %f9, %p11;
+	selp.f32 	%f22, %f18, %f10, %p11;
+	selp.f32 	%f23, %f19, %f11, %p11;
+$L__tmp1:
+	.loc	2 267 36                        // standard.py:267:36
+	add.f32 	%f24, %f20, %f21;
+	add.f32 	%f25, %f22, %f24;
+	add.f32 	%f80, %f23, %f25;
+	bra.uni 	$L__BB0_3;
+$L__tmp2:
+$L__BB0_1:                              // %.split.us.preheader
+	.loc	2 0 36                          // standard.py:0:36
+	mov.pred 	%p2, 0;
+	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
+	// begin inline asm
+	mov.u32 %r10, 0x0;
+	mov.u32 %r11, 0x0;
+	@%p2 ld.global.L1::evict_last.v2.b32 { %r10, %r11 }, [ %rd13 + 0 ];
+	@!%p2 mov.u32 %r10, %r61;
+	@!%p2 mov.u32 %r11, %r61;
+	// end inline asm
+	.loc	1 32 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:39
+	add.s32 	%r26, %r6, %r5;
+	add.s32 	%r27, %r26, 2048;
+	.loc	1 32 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:34
+	mul.wide.s32 	%rd9, %r27, 2;
+	add.s64 	%rd8, %rd3, %rd9;
+	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
+	// begin inline asm
+	mov.u32 %r18, 0x0;
+	mov.u32 %r19, 0x0;
+	@%p2 ld.global.L1::evict_last.v2.b32 { %r18, %r19 }, [ %rd8 + 0 ];
+	@!%p2 mov.u32 %r18, %r61;
+	@!%p2 mov.u32 %r19, %r61;
+	// end inline asm
+	mov.f32 	%f80, 0f00000000;
+$L__BB0_3:                              // %__nv_rsqrtf.exit
+$L__tmp3:
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r103, %f80;
+	shfl.sync.bfly.b32	%r104, %r103, 16, 31, -1;
+	mov.b32 	%f26, %r104;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f27, %f80, %f26;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r105, %f27;
+	shfl.sync.bfly.b32	%r106, %r105, 8, 31, -1;
+	mov.b32 	%f28, %r106;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f29, %f27, %f28;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r107, %f29;
+	shfl.sync.bfly.b32	%r108, %r107, 4, 31, -1;
+	mov.b32 	%f30, %r108;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f31, %f29, %f30;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r109, %f31;
+	shfl.sync.bfly.b32	%r110, %r109, 2, 31, -1;
+	mov.b32 	%f32, %r110;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f33, %f31, %f32;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r111, %f33;
+	shfl.sync.bfly.b32	%r112, %r111, 1, 31, -1;
+	mov.b32 	%f34, %r112;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f35, %f33, %f34;
+	.loc	2 267 36                        // standard.py:267:36
+	setp.eq.s32 	%p14, %r3, 0;
+	and.b32  	%r113, %r4, 15;
+	shl.b32 	%r114, %r113, 2;
+	mov.u32 	%r115, global_smem;
+	add.s32 	%r50, %r115, %r114;
+	mov.b32 	%r51, %f35;
+	// begin inline asm
+	@%p14 st.shared.b32 [ %r50 + 0 ], %r51;
+	// end inline asm
+	bar.sync 	0;
+	setp.lt.s32 	%p15, %r2, 16;
+	add.s32 	%r53, %r115, %r8;
+	// begin inline asm
+	@%p15 ld.shared.b32 %r52, [ %r53 + 0 ];
+	// end inline asm
+	mov.b32 	%f36, %r52;
+	shfl.sync.bfly.b32	%r117, %r52, 8, 31, -1;
+	mov.b32 	%f37, %r117;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f38, %f36, %f37;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r118, %f38;
+	shfl.sync.bfly.b32	%r119, %r118, 4, 31, -1;
+	mov.b32 	%f39, %r119;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f40, %f38, %f39;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r120, %f40;
+	shfl.sync.bfly.b32	%r121, %r120, 2, 31, -1;
+	mov.b32 	%f41, %r121;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f42, %f40, %f41;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r122, %f42;
+	shfl.sync.bfly.b32	%r123, %r122, 1, 31, -1;
+	mov.b32 	%f43, %r123;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f44, %f42, %f43;
+	.loc	2 267 36                        // standard.py:267:36
+	and.b32  	%r124, %r2, 15;
+	setp.eq.s32 	%p31, %r124, 0;
+	and.pred  	%p16, %p15, %p31;
+	mov.b32 	%r55, %f44;
+	// begin inline asm
+	@%p16 st.shared.b32 [ %r53 + 0 ], %r55;
+	// end inline asm
+	bar.sync 	0;
+$L__tmp4:
+	.loc	1 47 22                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:47:22
+	ld.shared.u32 	%r57, [global_smem];
+	mov.b32 	%r58, 1163919360;
+	// begin inline asm
+	div.full.f32 %r56, %r57, %r58;
+	// end inline asm
+	mov.b32 	%f45, %r56;
+	.loc	1 49 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:49:23
+	add.f32 	%f46, %f45, 0f358637BD;
+	.loc	1 50 32                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:50:32
+	rsqrt.approx.ftz.f32 	%f47, %f46;
+	.loc	1 39 36                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:39:36
+	cvt.u64.u32 	%rd19, %r5;
+	.loc	1 43 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:49
+	// begin inline asm
+	mov.u32 %r59, 0x0;
+	mov.u32 %r60, 0x0;
+	@%p17 ld.global.L1::evict_first.v2.b32 { %r59, %r60 }, [ %rd13 + 0 ];
+	@!%p17 mov.u32 %r59, %r61;
+	@!%p17 mov.u32 %r60, %r61;
+	// end inline asm
+	mov.b32 	{%rs49, %rs50}, %r59;
+	mov.b32 	{%rs51, %rs52}, %r60;
+	.loc	1 43 109                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:109
+	// begin inline asm
+	cvt.f32.bf16 %r63, %rs49;
+	// end inline asm
+	mov.b32 	%f48, %r63;
+	// begin inline asm
+	cvt.f32.bf16 %r64, %rs50;
+	// end inline asm
+	mov.b32 	%f49, %r64;
+	// begin inline asm
+	cvt.f32.bf16 %r65, %rs51;
+	// end inline asm
+	mov.b32 	%f50, %r65;
+	// begin inline asm
+	cvt.f32.bf16 %r66, %rs52;
+	// end inline asm
+	mov.b32 	%f51, %r66;
+	.loc	1 44 35                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:35
+	mul.wide.u32 	%rd20, %r5, 2;
+	add.s64 	%rd14, %rd4, %rd20;
+	.loc	1 44 40                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:40
+	// begin inline asm
+	mov.u32 %r67, 0x0;
+	mov.u32 %r68, 0x0;
+	@%p20 ld.global.L1::evict_last.v2.b32 { %r67, %r68 }, [ %rd14 + 0 ];
+	@!%p20 mov.u32 %r67, %r61;
+	@!%p20 mov.u32 %r68, %r61;
+	// end inline asm
+	mov.b32 	{%rs53, %rs54}, %r67;
+	mov.b32 	{%rs55, %rs56}, %r68;
+	.loc	1 44 91                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:91
+	// begin inline asm
+	cvt.f32.bf16 %r71, %rs53;
+	// end inline asm
+	mov.b32 	%f52, %r71;
+	// begin inline asm
+	cvt.f32.bf16 %r72, %rs54;
+	// end inline asm
+	mov.b32 	%f53, %r72;
+	// begin inline asm
+	cvt.f32.bf16 %r73, %rs55;
+	// end inline asm
+	mov.b32 	%f54, %r73;
+	// begin inline asm
+	cvt.f32.bf16 %r74, %rs56;
+	// end inline asm
+	mov.b32 	%f55, %r74;
+	.loc	1 51 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:51:23
+	mul.f32 	%f56, %f47, %f48;
+	mul.f32 	%f57, %f47, %f49;
+	mul.f32 	%f58, %f47, %f50;
+	mul.f32 	%f59, %f47, %f51;
+	.loc	1 53 24                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:53:24
+	mul.f32 	%f60, %f56, %f52;
+	mul.f32 	%f61, %f57, %f53;
+	mul.f32 	%f62, %f58, %f54;
+	mul.f32 	%f63, %f59, %f55;
+	.loc	1 54 29                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:29
+	shl.b64 	%rd21, %rd1, 1;
+	add.s64 	%rd15, %rd5, %rd21;
+	.loc	1 54 51                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:51
+	mov.b32 	%r75, %f60;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs33, %r75;
+	// end inline asm
+	mov.b32 	%r76, %f61;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs34, %r76;
+	// end inline asm
+	mov.b32 	%r77, %f62;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs35, %r77;
+	// end inline asm
+	mov.b32 	%r78, %f63;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs36, %r78;
+	// end inline asm
+	mov.b32 	%r129, {%rs33, %rs34};
+	mov.b32 	%r130, {%rs35, %rs36};
+	// begin inline asm
+	@%p17 st.global.v2.b32 [ %rd15 + 0 ], { %r129, %r130 };
+	// end inline asm
+	.loc	1 40 27                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:40:27
+	or.b64  	%rd22, %rd19, 2048;
+	.loc	1 41 25                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:41:25
+	setp.lt.u64 	%p27, %rd22, 3584;
+	.loc	1 43 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:39
+	cvt.u32.u64 	%r131, %rd22;
+	add.s32 	%r132, %r6, %r131;
+	.loc	1 43 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:34
+	mul.wide.s32 	%rd23, %r132, 2;
+	add.s64 	%rd16, %rd3, %rd23;
+	.loc	1 43 57                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:57
+	and.pred  	%p24, %p17, %p27;
+	.loc	1 43 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:49
+	// begin inline asm
+	mov.u32 %r81, 0x0;
+	mov.u32 %r82, 0x0;
+	@%p24 ld.global.L1::evict_first.v2.b32 { %r81, %r82 }, [ %rd16 + 0 ];
+	@!%p24 mov.u32 %r81, %r61;
+	@!%p24 mov.u32 %r82, %r61;
+	// end inline asm
+	mov.b32 	{%rs61, %rs62}, %r81;
+	mov.b32 	{%rs63, %rs64}, %r82;
+	.loc	1 43 109                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:109
+	// begin inline asm
+	cvt.f32.bf16 %r85, %rs61;
+	// end inline asm
+	mov.b32 	%f64, %r85;
+	// begin inline asm
+	cvt.f32.bf16 %r86, %rs62;
+	// end inline asm
+	mov.b32 	%f65, %r86;
+	// begin inline asm
+	cvt.f32.bf16 %r87, %rs63;
+	// end inline asm
+	mov.b32 	%f66, %r87;
+	// begin inline asm
+	cvt.f32.bf16 %r88, %rs64;
+	// end inline asm
+	mov.b32 	%f67, %r88;
+	.loc	1 44 35                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:35
+	add.s64 	%rd17, %rd14, 4096;
+	.loc	1 44 40                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:40
+	// begin inline asm
+	mov.u32 %r89, 0x0;
+	mov.u32 %r90, 0x0;
+	@%p27 ld.global.L1::evict_last.v2.b32 { %r89, %r90 }, [ %rd17 + 0 ];
+	@!%p27 mov.u32 %r89, %r61;
+	@!%p27 mov.u32 %r90, %r61;
+	// end inline asm
+	mov.b32 	{%rs65, %rs66}, %r89;
+	mov.b32 	{%rs67, %rs68}, %r90;
+	.loc	1 44 91                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:91
+	// begin inline asm
+	cvt.f32.bf16 %r93, %rs65;
+	// end inline asm
+	mov.b32 	%f68, %r93;
+	// begin inline asm
+	cvt.f32.bf16 %r94, %rs66;
+	// end inline asm
+	mov.b32 	%f69, %r94;
+	// begin inline asm
+	cvt.f32.bf16 %r95, %rs67;
+	// end inline asm
+	mov.b32 	%f70, %r95;
+	// begin inline asm
+	cvt.f32.bf16 %r96, %rs68;
+	// end inline asm
+	mov.b32 	%f71, %r96;
+	.loc	1 51 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:51:23
+	mul.f32 	%f72, %f47, %f64;
+	mul.f32 	%f73, %f47, %f65;
+	mul.f32 	%f74, %f47, %f66;
+	mul.f32 	%f75, %f47, %f67;
+	.loc	1 53 24                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:53:24
+	mul.f32 	%f76, %f72, %f68;
+	mul.f32 	%f77, %f73, %f69;
+	mul.f32 	%f78, %f74, %f70;
+	mul.f32 	%f79, %f75, %f71;
+	.loc	1 54 29                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:29
+	add.s64 	%rd18, %rd5, %rd23;
+	.loc	1 54 51                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:51
+	mov.b32 	%r97, %f76;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs45, %r97;
+	// end inline asm
+	mov.b32 	%r98, %f77;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs46, %r98;
+	// end inline asm
+	mov.b32 	%r99, %f78;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs47, %r99;
+	// end inline asm
+	mov.b32 	%r100, %f79;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs48, %r100;
+	// end inline asm
+	mov.b32 	%r137, {%rs45, %rs46};
+	mov.b32 	%r138, {%rs47, %rs48};
+	// begin inline asm
+	@%p24 st.global.v2.b32 [ %rd18 + 0 ], { %r137, %r138 };
+	// end inline asm
+	.loc	1 39 4                          // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:39:4
+	ret;
+$L__tmp5:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py"
+	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 1                                   // DW_CHILDREN_yes
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 2                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 0                                   // DW_CHILDREN_no
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 32                                  // DW_AT_inline
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 3                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 1                                   // DW_CHILDREN_yes
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 4                                   // Abbreviation Code
+.b8 29                                  // DW_TAG_inlined_subroutine
+.b8 0                                   // DW_CHILDREN_no
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 88                                  // DW_AT_call_file
+.b8 11                                  // DW_FORM_data1
+.b8 89                                  // DW_AT_call_line
+.b8 11                                  // DW_FORM_data1
+.b8 87                                  // DW_AT_call_column
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 225                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0xda DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 103
+.b8 113
+.b8 55
+.b8 104
+.b8 112
+.b8 114
+.b8 113
+.b8 99
+.b8 118
+.b8 118
+.b8 118
+.b8 106
+.b8 98
+.b8 108
+.b8 120
+.b8 50
+.b8 101
+.b8 111
+.b8 118
+.b8 122
+.b8 119
+.b8 51
+.b8 109
+.b8 119
+.b8 54
+.b8 97
+.b8 112
+.b8 114
+.b8 104
+.b8 102
+.b8 110
+.b8 106
+.b8 98
+.b8 98
+.b8 52
+.b8 113
+.b8 109
+.b8 121
+.b8 100
+.b8 97
+.b8 53
+.b8 111
+.b8 98
+.b8 104
+.b8 100
+.b8 97
+.b8 119
+.b8 52
+.b8 115
+.b8 116
+.b8 115
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 103
+.b8 113
+.b8 0
+.b8 2                                   // Abbrev [2] 0x81:0x35 DW_TAG_subprogram
+.b8 116                                 // DW_AT_name
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 95
+.b8 114
+.b8 101
+.b8 100
+.b8 95
+.b8 102
+.b8 117
+.b8 115
+.b8 101
+.b8 100
+.b8 95
+.b8 95
+.b8 116
+.b8 111
+.b8 95
+.b8 99
+.b8 111
+.b8 112
+.b8 121
+.b8 95
+.b8 97
+.b8 100
+.b8 100
+.b8 95
+.b8 109
+.b8 101
+.b8 97
+.b8 110
+.b8 95
+.b8 109
+.b8 117
+.b8 108
+.b8 95
+.b8 112
+.b8 111
+.b8 119
+.b8 95
+.b8 114
+.b8 115
+.b8 113
+.b8 114
+.b8 116
+.b8 95
+.b8 48
+.b8 0
+.b8 1                                   // DW_AT_inline
+.b8 3                                   // Abbrev [3] 0xb6:0x2e DW_TAG_subprogram
+.b64 $L__func_begin0                    // DW_AT_low_pc
+.b64 $L__func_end0                      // DW_AT_high_pc
+.b32 129                                // DW_AT_abstract_origin
+.b8 4                                   // Abbrev [4] 0xcb:0x18 DW_TAG_inlined_subroutine
+.b32 129                                // DW_AT_abstract_origin
+.b64 $L__tmp1                           // DW_AT_low_pc
+.b64 $L__tmp4                           // DW_AT_high_pc
+.b8 1                                   // DW_AT_call_file
+.b8 38                                  // DW_AT_call_line
+.b8 25                                  // DW_AT_call_column
+.b8 0                                   // End Of Children Mark
+.b8 0                                   // End Of Children Mark
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
new file mode 100644
index 0000000..b358d66
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
@@ -0,0 +1,112 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [1, 4], threadsPerWarp = [1, 32], warpsPerCTA = [1, 16], order = [1, 0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)
+#loc1 = loc(unknown)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:25)
+#loc42 = loc(callsite(#loc1 at #loc19))
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 16 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg3: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xf32, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<3.584000e+03> : tensor<1x1xf32, #blocked> loc(#loc1)
+    %cst_1 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32, #blocked> loc(#loc1)
+    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
+    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
+    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
+    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
+    %cst_2 = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16, #blocked> loc(#loc1)
+    %cst_3 = arith.constant dense<3584> : tensor<1x2048xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> loc(#loc4)
+    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> -> tensor<1x2048xi32, #blocked> loc(#loc4)
+    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc5)
+    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc6)
+    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc7)
+    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1, #blocked> loc(#loc8)
+    %8 = scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg6 = %cst) -> (tensor<1x2048xf32, #blocked>)  : i32 {
+      %17 = tt.splat %arg5 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc10)
+      %18 = arith.addi %17, %3 : tensor<1x2048xi32, #blocked> loc(#loc10)
+      %19 = arith.cmpi slt, %18, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc11)
+      %20 = arith.addi %18, %5 : tensor<1x2048xi32, #blocked> loc(#loc6)
+      %21 = tt.addptr %6, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc7)
+      %22 = arith.andi %19, %7 : tensor<1x2048xi1, #blocked> loc(#loc8)
+      %23 = tt.load %21, %22, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc12)
+      %24 = arith.extf %23 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc13)
+      %25 = arith.mulf %24, %24 : tensor<1x2048xf32, #blocked> loc(#loc14)
+      %26 = arith.addf %arg6, %25 : tensor<1x2048xf32, #blocked> loc(#loc15)
+      %27 = arith.select %22, %26, %arg6 : tensor<1x2048xi1, #blocked>, tensor<1x2048xf32, #blocked> loc(#loc16)
+      scf.yield %27 : tensor<1x2048xf32, #blocked> loc(#loc17)
+    } loc(#loc9)
+    %9 = "tt.reduce"(%8) <{axis = 1 : i32}> ({
+    ^bb0(%arg5: f32 loc(callsite(#loc1 at #loc19)), %arg6: f32 loc(callsite(#loc1 at #loc19))):
+      %17 = arith.addf %arg5, %arg6 : f32 loc(#loc44)
+      tt.reduce.return %17 : f32 loc(#loc41)
+    }) : (tensor<1x2048xf32, #blocked>) -> tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> loc(#loc41)
+    %10 = tt.expand_dims %9 {axis = 1 : i32} : tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> -> tensor<1x1xf32, #blocked> loc(#loc21)
+    %11 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc22)
+    %12 = arith.divf %10, %cst_0 : tensor<1x1xf32, #blocked> loc(#loc23)
+    %13 = arith.addf %12, %cst_1 : tensor<1x1xf32, #blocked> loc(#loc24)
+    %14 = tt.extern_elementwise %13 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32, #blocked>) -> tensor<1x1xf32, #blocked> loc(#loc25)
+    %15 = tt.broadcast %14 : tensor<1x1xf32, #blocked> -> tensor<1x2048xf32, #blocked> loc(#loc26)
+    %16 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc27)
+    scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
+      %17 = tt.splat %arg5 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc29)
+      %18 = arith.addi %17, %3 : tensor<1x2048xi32, #blocked> loc(#loc29)
+      %19 = arith.cmpi slt, %18, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc30)
+      %20 = arith.addi %18, %5 : tensor<1x2048xi32, #blocked> loc(#loc31)
+      %21 = tt.addptr %6, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc32)
+      %22 = arith.andi %19, %7 : tensor<1x2048xi1, #blocked> loc(#loc33)
+      %23 = tt.load %21, %22, %cst_2 evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc34)
+      %24 = arith.extf %23 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc35)
+      %25 = tt.addptr %11, %18 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc22)
+      %26 = tt.load %25, %19, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc36)
+      %27 = arith.extf %26 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc37)
+      %28 = arith.mulf %24, %15 : tensor<1x2048xf32, #blocked> loc(#loc26)
+      %29 = arith.mulf %28, %27 : tensor<1x2048xf32, #blocked> loc(#loc38)
+      %30 = tt.addptr %16, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc27)
+      %31 = arith.truncf %29 : tensor<1x2048xf32, #blocked> to tensor<1x2048xbf16, #blocked> loc(#loc39)
+      tt.store %30, %31, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc39)
+    } loc(#loc28)
+    tt.return loc(#loc40)
+  } loc(#loc)
+} loc(#loc)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":22:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":24:21)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":25:33)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:44)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:39)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:34)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:57)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":28:36)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":29:27)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":30:25)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:49)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:108)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":34:22)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":36:23)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:46)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:8)
+#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
+#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:28)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:35)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":47:22)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":49:23)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":50:32)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":51:23)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:29)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:36)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":40:27)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":41:25)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:39)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:34)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:57)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:49)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:109)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:40)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:91)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":53:24)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:51)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:4)
+#loc41 = loc(callsite(#loc18 at #loc19))
+#loc43 = loc(callsite(#loc20 at #loc18))
+#loc44 = loc(callsite(#loc43 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
new file mode 100644
index 0000000..26ea175
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
@@ -0,0 +1,117 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)
+#loc1 = loc(unknown)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:25)
+#loc44 = loc(callsite(#loc1 at #loc20))
+module {
+  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg3: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)) attributes {noinline = false} {
+    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
+    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16> loc(#loc1)
+    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
+    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
+    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
+    %cst_0 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32> loc(#loc1)
+    %cst_1 = arith.constant dense<3.584000e+03> : tensor<1x1xf32> loc(#loc1)
+    %cst_2 = arith.constant dense<3584> : tensor<1x2048xi32> loc(#loc1)
+    %cst_3 = arith.constant dense<0.000000e+00> : tensor<1x2048xf32> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32> loc(#loc4)
+    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32> -> tensor<1x2048xi32> loc(#loc5)
+    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc6)
+    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32> loc(#loc7)
+    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc8)
+    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc9)
+    %8 = scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg6 = %cst_3) -> (tensor<1x2048xf32>)  : i32 {
+      %21 = tt.splat %arg5 : i32 -> tensor<1x2048xi32> loc(#loc11)
+      %22 = arith.addi %21, %3 : tensor<1x2048xi32> loc(#loc11)
+      %23 = arith.cmpi slt, %22, %cst_2 : tensor<1x2048xi32> loc(#loc12)
+      %24 = arith.addi %22, %5 : tensor<1x2048xi32> loc(#loc7)
+      %25 = tt.addptr %6, %24 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc8)
+      %26 = arith.andi %23, %7 : tensor<1x2048xi1> loc(#loc9)
+      %27 = tt.load %25, %26, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc13)
+      %28 = arith.extf %27 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc14)
+      %29 = arith.mulf %28, %28 : tensor<1x2048xf32> loc(#loc15)
+      %30 = arith.addf %arg6, %29 : tensor<1x2048xf32> loc(#loc16)
+      %31 = arith.select %26, %30, %arg6 : tensor<1x2048xi1>, tensor<1x2048xf32> loc(#loc17)
+      scf.yield %31 : tensor<1x2048xf32> loc(#loc18)
+    } loc(#loc10)
+    %9 = "tt.reduce"(%8) <{axis = 1 : i32}> ({
+    ^bb0(%arg5: f32 loc(callsite(#loc1 at #loc20)), %arg6: f32 loc(callsite(#loc1 at #loc20))):
+      %21 = arith.addf %arg5, %arg6 : f32 loc(#loc46)
+      tt.reduce.return %21 : f32 loc(#loc43)
+    }) : (tensor<1x2048xf32>) -> tensor<1xf32> loc(#loc43)
+    %10 = tt.expand_dims %9 {axis = 1 : i32} : tensor<1xf32> -> tensor<1x1xf32> loc(#loc22)
+    %11 = arith.muli %0, %c3584_i32 : i32 loc(#loc23)
+    %12 = tt.splat %11 : i32 -> tensor<1x2048xi32> loc(#loc24)
+    %13 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc25)
+    %14 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc26)
+    %15 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc27)
+    %16 = arith.divf %10, %cst_1 : tensor<1x1xf32> loc(#loc28)
+    %17 = arith.addf %16, %cst_0 : tensor<1x1xf32> loc(#loc29)
+    %18 = tt.extern_elementwise %17 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32>) -> tensor<1x1xf32> loc(#loc30)
+    %19 = tt.broadcast %18 : tensor<1x1xf32> -> tensor<1x2048xf32> loc(#loc31)
+    %20 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc32)
+    scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
+      %21 = tt.splat %arg5 : i32 -> tensor<1x2048xi32> loc(#loc34)
+      %22 = arith.addi %21, %3 : tensor<1x2048xi32> loc(#loc34)
+      %23 = arith.cmpi slt, %22, %cst_2 : tensor<1x2048xi32> loc(#loc35)
+      %24 = arith.addi %22, %12 : tensor<1x2048xi32> loc(#loc24)
+      %25 = tt.addptr %13, %24 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc25)
+      %26 = arith.andi %23, %14 : tensor<1x2048xi1> loc(#loc26)
+      %27 = tt.load %25, %26, %cst evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>> loc(#loc36)
+      %28 = arith.extf %27 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc37)
+      %29 = tt.addptr %15, %22 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc27)
+      %30 = tt.load %29, %23, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc38)
+      %31 = arith.extf %30 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc39)
+      %32 = arith.mulf %28, %19 : tensor<1x2048xf32> loc(#loc31)
+      %33 = arith.mulf %32, %31 : tensor<1x2048xf32> loc(#loc40)
+      %34 = tt.addptr %20, %24 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc32)
+      %35 = arith.truncf %33 : tensor<1x2048xf32> to tensor<1x2048xbf16> loc(#loc41)
+      tt.store %34, %35, %26 : tensor<1x2048x!tt.ptr<bf16>> loc(#loc41)
+    } loc(#loc33)
+    tt.return loc(#loc42)
+  } loc(#loc)
+} loc(#loc)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":22:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":24:21)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":25:25)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":25:33)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:44)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:39)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:34)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:57)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":28:36)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":29:27)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":30:25)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:49)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:108)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":34:22)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":36:23)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:46)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:8)
+#loc19 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
+#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:28)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:44)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:39)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:34)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:57)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:35)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":47:22)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":49:23)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":50:32)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":51:23)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:29)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:36)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":40:27)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":41:25)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:49)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:109)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:40)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:91)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":53:24)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:51)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:4)
+#loc43 = loc(callsite(#loc19 at #loc20))
+#loc45 = loc(callsite(#loc21 at #loc19))
+#loc46 = loc(callsite(#loc45 at #loc20))
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/__grp__triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/__grp__triton_poi_fused__to_copy_cat_0.json
new file mode 100644
index 0000000..17cf4cf
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/__grp__triton_poi_fused__to_copy_cat_0.json
@@ -0,0 +1 @@
+{"child_paths": {"triton_poi_fused__to_copy_cat_0.ttir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir", "triton_poi_fused__to_copy_cat_0.ttgir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir", "triton_poi_fused__to_copy_cat_0.llir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir", "triton_poi_fused__to_copy_cat_0.ptx": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx", "triton_poi_fused__to_copy_cat_0.cubin": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.cubin", "triton_poi_fused__to_copy_cat_0.json": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json"}}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.cubin b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.cubin
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diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json
new file mode 100644
index 0000000..7f60776
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json
@@ -0,0 +1 @@
+{"hash": "0e3c3092647cd232abd77ac535bc1c021831e6cebd90b302349a467f2c0da399", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir
new file mode 100644
index 0000000..229600a
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir
@@ -0,0 +1,452 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
+@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
+@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
+@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
+@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
+@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
+
+; Function Attrs: noreturn
+declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
+
+define void @triton_poi_fused__to_copy_cat_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
+  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
+  %7 = shl i32 %6, 10, !dbg !13
+  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
+  %9 = shl i32 %8, 3, !dbg !14
+  %10 = and i32 %9, 1016, !dbg !14
+  %11 = or disjoint i32 %7, %10, !dbg !15
+  %.frozen = freeze i32 %11, !dbg !16
+  %12 = sdiv i32 %.frozen, 128, !dbg !16
+  %13 = mul i32 %12, 128, !dbg !17
+  %.decomposed = sub i32 %.frozen, %13, !dbg !17
+  %14 = sdiv i32 %11, 3584, !dbg !18
+  %15 = icmp slt i32 %.decomposed, 64, !dbg !19
+  %16 = shl nsw i32 %12, 7, !dbg !20
+  %17 = add i32 %16, %.decomposed, !dbg !21
+  %18 = sext i32 %17 to i64, !dbg !22
+  %19 = getelementptr bfloat, ptr addrspace(1) %0, i64 %18, !dbg !22
+  %20 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %19, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !23
+  %21 = extractvalue { i32, i32, i32, i32 } %20, 0, !dbg !23
+  %22 = bitcast i32 %21 to <2 x bfloat>, !dbg !23
+  %23 = extractvalue { i32, i32, i32, i32 } %20, 1, !dbg !23
+  %24 = bitcast i32 %23 to <2 x bfloat>, !dbg !23
+  %25 = extractvalue { i32, i32, i32, i32 } %20, 2, !dbg !23
+  %26 = bitcast i32 %25 to <2 x bfloat>, !dbg !23
+  %27 = extractvalue { i32, i32, i32, i32 } %20, 3, !dbg !23
+  %28 = bitcast i32 %27 to <2 x bfloat>, !dbg !23
+  %29 = extractelement <2 x bfloat> %22, i64 0, !dbg !23
+  %30 = extractelement <2 x bfloat> %22, i64 1, !dbg !23
+  %31 = extractelement <2 x bfloat> %24, i64 0, !dbg !23
+  %32 = extractelement <2 x bfloat> %24, i64 1, !dbg !23
+  %33 = extractelement <2 x bfloat> %26, i64 0, !dbg !23
+  %34 = extractelement <2 x bfloat> %26, i64 1, !dbg !23
+  %35 = extractelement <2 x bfloat> %28, i64 0, !dbg !23
+  %36 = extractelement <2 x bfloat> %28, i64 1, !dbg !23
+  %37 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %29) #3, !dbg !24
+  %38 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %30) #3, !dbg !24
+  %39 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %31) #3, !dbg !24
+  %40 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %32) #3, !dbg !24
+  %41 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %33) #3, !dbg !24
+  %42 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %34) #3, !dbg !24
+  %43 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %35) #3, !dbg !24
+  %44 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %36) #3, !dbg !24
+  %45 = sext i32 %14 to i64, !dbg !25
+  %46 = getelementptr i64, ptr addrspace(1) %1, i64 %45, !dbg !25
+  %47 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %48 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %49 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %50 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %51 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %52 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %53 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %54 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
+  %55 = lshr i64 %47, 48, !dbg !27
+  %56 = and i64 %55, 32768, !dbg !27
+  %57 = add i64 %56, %47, !dbg !27
+  %58 = icmp ugt i64 %57, 32767, !dbg !28
+  %.not1 = and i1 %15, %58, !dbg !29
+  br i1 %.not1, label %59, label %60, !dbg !29
+
+59:                                               ; preds = %5
+  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
+  unreachable, !dbg !29
+
+60:                                               ; preds = %5
+  %61 = sext i32 %.decomposed to i64, !dbg !19
+  %62 = or disjoint i32 %11, 4, !dbg !15
+  %63 = srem i32 %62, 128, !dbg !17
+  %64 = sext i32 %63 to i64, !dbg !19
+  tail call void @llvm.nvvm.barrier0(), !dbg !29
+  %65 = shl i64 %57, 7, !dbg !30
+  %66 = getelementptr float, ptr addrspace(1) %2, i64 %65, !dbg !31
+  %67 = getelementptr float, ptr addrspace(1) %66, i64 %61, !dbg !31
+  %68 = getelementptr float, ptr addrspace(1) %66, i64 %64, !dbg !31
+  %69 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %67, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
+  %70 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %68, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
+  %71 = or disjoint i32 %16, 64, !dbg !33
+  %72 = add i32 %71, %.decomposed, !dbg !34
+  %73 = sext i32 %72 to i64, !dbg !35
+  %74 = getelementptr bfloat, ptr addrspace(1) %0, i64 %73, !dbg !35
+  %75 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %74, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !36
+  %76 = extractvalue { i32, i32, i32, i32 } %75, 0, !dbg !36
+  %77 = bitcast i32 %76 to <2 x bfloat>, !dbg !36
+  %78 = extractvalue { i32, i32, i32, i32 } %75, 1, !dbg !36
+  %79 = bitcast i32 %78 to <2 x bfloat>, !dbg !36
+  %80 = extractvalue { i32, i32, i32, i32 } %75, 2, !dbg !36
+  %81 = bitcast i32 %80 to <2 x bfloat>, !dbg !36
+  %82 = extractvalue { i32, i32, i32, i32 } %75, 3, !dbg !36
+  %83 = bitcast i32 %82 to <2 x bfloat>, !dbg !36
+  %84 = extractelement <2 x bfloat> %77, i64 0, !dbg !36
+  %85 = extractelement <2 x bfloat> %77, i64 1, !dbg !36
+  %86 = extractelement <2 x bfloat> %79, i64 0, !dbg !36
+  %87 = extractelement <2 x bfloat> %79, i64 1, !dbg !36
+  %88 = extractelement <2 x bfloat> %81, i64 0, !dbg !36
+  %89 = extractelement <2 x bfloat> %81, i64 1, !dbg !36
+  %90 = extractelement <2 x bfloat> %83, i64 0, !dbg !36
+  %91 = extractelement <2 x bfloat> %83, i64 1, !dbg !36
+  %92 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %84) #3, !dbg !37
+  %93 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %85) #3, !dbg !37
+  %94 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %86) #3, !dbg !37
+  %95 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %87) #3, !dbg !37
+  %96 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %88) #3, !dbg !37
+  %97 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %89) #3, !dbg !37
+  %98 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %90) #3, !dbg !37
+  %99 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %91) #3, !dbg !37
+  %100 = or disjoint i64 %65, 64, !dbg !38
+  %101 = getelementptr float, ptr addrspace(1) %2, i64 %100, !dbg !39
+  %102 = getelementptr float, ptr addrspace(1) %101, i64 %61, !dbg !39
+  %103 = getelementptr float, ptr addrspace(1) %101, i64 %64, !dbg !39
+  %104 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %102, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
+  %105 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %103, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
+  %106 = icmp sgt i32 %.decomposed, 63, !dbg !41
+  %107 = add nsw i32 %.decomposed, -64, !dbg !42
+  %108 = add i32 %71, %107, !dbg !43
+  %109 = sext i32 %108 to i64, !dbg !44
+  %110 = getelementptr bfloat, ptr addrspace(1) %0, i64 %109, !dbg !44
+  %111 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %110, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !45
+  %112 = extractvalue { i32, i32, i32, i32 } %111, 0, !dbg !45
+  %113 = bitcast i32 %112 to <2 x bfloat>, !dbg !45
+  %114 = extractvalue { i32, i32, i32, i32 } %111, 1, !dbg !45
+  %115 = bitcast i32 %114 to <2 x bfloat>, !dbg !45
+  %116 = extractvalue { i32, i32, i32, i32 } %111, 2, !dbg !45
+  %117 = bitcast i32 %116 to <2 x bfloat>, !dbg !45
+  %118 = extractvalue { i32, i32, i32, i32 } %111, 3, !dbg !45
+  %119 = bitcast i32 %118 to <2 x bfloat>, !dbg !45
+  %120 = extractelement <2 x bfloat> %113, i64 0, !dbg !45
+  %121 = extractelement <2 x bfloat> %113, i64 1, !dbg !45
+  %122 = extractelement <2 x bfloat> %115, i64 0, !dbg !45
+  %123 = extractelement <2 x bfloat> %115, i64 1, !dbg !45
+  %124 = extractelement <2 x bfloat> %117, i64 0, !dbg !45
+  %125 = extractelement <2 x bfloat> %117, i64 1, !dbg !45
+  %126 = extractelement <2 x bfloat> %119, i64 0, !dbg !45
+  %127 = extractelement <2 x bfloat> %119, i64 1, !dbg !45
+  %128 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %120) #3, !dbg !46
+  %129 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %121) #3, !dbg !46
+  %130 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %122) #3, !dbg !46
+  %131 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %123) #3, !dbg !46
+  %132 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %124) #3, !dbg !46
+  %133 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %125) #3, !dbg !46
+  %134 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %126) #3, !dbg !46
+  %135 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %127) #3, !dbg !46
+  %136 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %137 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %138 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %139 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %140 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %141 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %142 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %143 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
+  %144 = lshr i64 %136, 48, !dbg !48
+  %145 = and i64 %144, 32768, !dbg !48
+  %146 = add i64 %145, %136, !dbg !48
+  %147 = icmp ugt i64 %146, 32767, !dbg !49
+  %.not2 = and i1 %106, %147, !dbg !50
+  br i1 %.not2, label %148, label %149, !dbg !50
+
+148:                                              ; preds = %60
+  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
+  unreachable, !dbg !50
+
+149:                                              ; preds = %60
+  %150 = add nsw i32 %63, -64, !dbg !42
+  %151 = extractvalue { i32, i32, i32, i32 } %70, 3, !dbg !32
+  %152 = bitcast i32 %151 to float, !dbg !32
+  %153 = fmul float %44, %152, !dbg !51
+  %154 = extractvalue { i32, i32, i32, i32 } %105, 3, !dbg !40
+  %155 = bitcast i32 %154 to float, !dbg !40
+  %156 = fmul float %99, %155, !dbg !52
+  %157 = fsub float %153, %156, !dbg !53
+  %158 = extractvalue { i32, i32, i32, i32 } %70, 2, !dbg !32
+  %159 = bitcast i32 %158 to float, !dbg !32
+  %160 = fmul float %43, %159, !dbg !51
+  %161 = extractvalue { i32, i32, i32, i32 } %105, 2, !dbg !40
+  %162 = bitcast i32 %161 to float, !dbg !40
+  %163 = fmul float %98, %162, !dbg !52
+  %164 = fsub float %160, %163, !dbg !53
+  %165 = extractvalue { i32, i32, i32, i32 } %70, 1, !dbg !32
+  %166 = bitcast i32 %165 to float, !dbg !32
+  %167 = fmul float %42, %166, !dbg !51
+  %168 = extractvalue { i32, i32, i32, i32 } %105, 1, !dbg !40
+  %169 = bitcast i32 %168 to float, !dbg !40
+  %170 = fmul float %97, %169, !dbg !52
+  %171 = fsub float %167, %170, !dbg !53
+  %172 = extractvalue { i32, i32, i32, i32 } %70, 0, !dbg !32
+  %173 = bitcast i32 %172 to float, !dbg !32
+  %174 = fmul float %41, %173, !dbg !51
+  %175 = extractvalue { i32, i32, i32, i32 } %105, 0, !dbg !40
+  %176 = bitcast i32 %175 to float, !dbg !40
+  %177 = fmul float %96, %176, !dbg !52
+  %178 = fsub float %174, %177, !dbg !53
+  %179 = extractvalue { i32, i32, i32, i32 } %69, 3, !dbg !32
+  %180 = bitcast i32 %179 to float, !dbg !32
+  %181 = fmul float %40, %180, !dbg !51
+  %182 = extractvalue { i32, i32, i32, i32 } %104, 3, !dbg !40
+  %183 = bitcast i32 %182 to float, !dbg !40
+  %184 = fmul float %95, %183, !dbg !52
+  %185 = fsub float %181, %184, !dbg !53
+  %186 = extractvalue { i32, i32, i32, i32 } %69, 2, !dbg !32
+  %187 = bitcast i32 %186 to float, !dbg !32
+  %188 = fmul float %39, %187, !dbg !51
+  %189 = extractvalue { i32, i32, i32, i32 } %104, 2, !dbg !40
+  %190 = bitcast i32 %189 to float, !dbg !40
+  %191 = fmul float %94, %190, !dbg !52
+  %192 = fsub float %188, %191, !dbg !53
+  %193 = extractvalue { i32, i32, i32, i32 } %69, 1, !dbg !32
+  %194 = bitcast i32 %193 to float, !dbg !32
+  %195 = fmul float %38, %194, !dbg !51
+  %196 = extractvalue { i32, i32, i32, i32 } %104, 1, !dbg !40
+  %197 = bitcast i32 %196 to float, !dbg !40
+  %198 = fmul float %93, %197, !dbg !52
+  %199 = fsub float %195, %198, !dbg !53
+  %200 = extractvalue { i32, i32, i32, i32 } %69, 0, !dbg !32
+  %201 = bitcast i32 %200 to float, !dbg !32
+  %202 = fmul float %37, %201, !dbg !51
+  %203 = extractvalue { i32, i32, i32, i32 } %104, 0, !dbg !40
+  %204 = bitcast i32 %203 to float, !dbg !40
+  %205 = fmul float %92, %204, !dbg !52
+  %206 = fsub float %202, %205, !dbg !53
+  tail call void @llvm.nvvm.barrier0(), !dbg !50
+  %207 = shl i64 %146, 7, !dbg !54
+  %208 = sext i32 %107 to i64, !dbg !55
+  %209 = sext i32 %150 to i64, !dbg !55
+  %210 = getelementptr float, ptr addrspace(1) %2, i64 %207, !dbg !56
+  %211 = getelementptr float, ptr addrspace(1) %210, i64 %208, !dbg !56
+  %212 = getelementptr float, ptr addrspace(1) %210, i64 %209, !dbg !56
+  %213 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %211, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !57
+  %214 = extractvalue { i32, i32, i32, i32 } %213, 0, !dbg !57
+  %215 = extractvalue { i32, i32, i32, i32 } %213, 1, !dbg !57
+  %216 = extractvalue { i32, i32, i32, i32 } %213, 2, !dbg !57
+  %217 = extractvalue { i32, i32, i32, i32 } %213, 3, !dbg !57
+  %218 = bitcast i32 %214 to float, !dbg !57
+  %219 = bitcast i32 %215 to float, !dbg !57
+  %220 = bitcast i32 %216 to float, !dbg !57
+  %221 = bitcast i32 %217 to float, !dbg !57
+  %222 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %212, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !57
+  %223 = extractvalue { i32, i32, i32, i32 } %222, 0, !dbg !57
+  %224 = extractvalue { i32, i32, i32, i32 } %222, 1, !dbg !57
+  %225 = extractvalue { i32, i32, i32, i32 } %222, 2, !dbg !57
+  %226 = extractvalue { i32, i32, i32, i32 } %222, 3, !dbg !57
+  %227 = bitcast i32 %223 to float, !dbg !57
+  %228 = bitcast i32 %224 to float, !dbg !57
+  %229 = bitcast i32 %225 to float, !dbg !57
+  %230 = bitcast i32 %226 to float, !dbg !57
+  %231 = fmul float %128, %218, !dbg !58
+  %232 = fmul float %129, %219, !dbg !58
+  %233 = fmul float %130, %220, !dbg !58
+  %234 = fmul float %131, %221, !dbg !58
+  %235 = fmul float %132, %227, !dbg !58
+  %236 = fmul float %133, %228, !dbg !58
+  %237 = fmul float %134, %229, !dbg !58
+  %238 = fmul float %135, %230, !dbg !58
+  %239 = add i32 %16, %107, !dbg !59
+  %240 = sext i32 %239 to i64, !dbg !60
+  %241 = getelementptr bfloat, ptr addrspace(1) %0, i64 %240, !dbg !60
+  %242 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %241, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !61
+  %243 = extractvalue { i32, i32, i32, i32 } %242, 0, !dbg !61
+  %244 = bitcast i32 %243 to <2 x bfloat>, !dbg !61
+  %245 = extractvalue { i32, i32, i32, i32 } %242, 1, !dbg !61
+  %246 = bitcast i32 %245 to <2 x bfloat>, !dbg !61
+  %247 = extractvalue { i32, i32, i32, i32 } %242, 2, !dbg !61
+  %248 = bitcast i32 %247 to <2 x bfloat>, !dbg !61
+  %249 = extractvalue { i32, i32, i32, i32 } %242, 3, !dbg !61
+  %250 = bitcast i32 %249 to <2 x bfloat>, !dbg !61
+  %251 = extractelement <2 x bfloat> %244, i64 0, !dbg !61
+  %252 = extractelement <2 x bfloat> %244, i64 1, !dbg !61
+  %253 = extractelement <2 x bfloat> %246, i64 0, !dbg !61
+  %254 = extractelement <2 x bfloat> %246, i64 1, !dbg !61
+  %255 = extractelement <2 x bfloat> %248, i64 0, !dbg !61
+  %256 = extractelement <2 x bfloat> %248, i64 1, !dbg !61
+  %257 = extractelement <2 x bfloat> %250, i64 0, !dbg !61
+  %258 = extractelement <2 x bfloat> %250, i64 1, !dbg !61
+  %259 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %251) #3, !dbg !62
+  %260 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %252) #3, !dbg !62
+  %261 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %253) #3, !dbg !62
+  %262 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %254) #3, !dbg !62
+  %263 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %255) #3, !dbg !62
+  %264 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %256) #3, !dbg !62
+  %265 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %257) #3, !dbg !62
+  %266 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %258) #3, !dbg !62
+  %267 = or disjoint i64 %207, 64, !dbg !63
+  %268 = getelementptr float, ptr addrspace(1) %2, i64 %267, !dbg !64
+  %269 = getelementptr float, ptr addrspace(1) %268, i64 %208, !dbg !64
+  %270 = getelementptr float, ptr addrspace(1) %268, i64 %209, !dbg !64
+  %271 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %269, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !65
+  %272 = extractvalue { i32, i32, i32, i32 } %271, 0, !dbg !65
+  %273 = extractvalue { i32, i32, i32, i32 } %271, 1, !dbg !65
+  %274 = extractvalue { i32, i32, i32, i32 } %271, 2, !dbg !65
+  %275 = extractvalue { i32, i32, i32, i32 } %271, 3, !dbg !65
+  %276 = bitcast i32 %272 to float, !dbg !65
+  %277 = bitcast i32 %273 to float, !dbg !65
+  %278 = bitcast i32 %274 to float, !dbg !65
+  %279 = bitcast i32 %275 to float, !dbg !65
+  %280 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %270, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !65
+  %281 = extractvalue { i32, i32, i32, i32 } %280, 0, !dbg !65
+  %282 = extractvalue { i32, i32, i32, i32 } %280, 1, !dbg !65
+  %283 = extractvalue { i32, i32, i32, i32 } %280, 2, !dbg !65
+  %284 = extractvalue { i32, i32, i32, i32 } %280, 3, !dbg !65
+  %285 = bitcast i32 %281 to float, !dbg !65
+  %286 = bitcast i32 %282 to float, !dbg !65
+  %287 = bitcast i32 %283 to float, !dbg !65
+  %288 = bitcast i32 %284 to float, !dbg !65
+  %289 = fmul float %259, %276, !dbg !66
+  %290 = fmul float %260, %277, !dbg !66
+  %291 = fmul float %261, %278, !dbg !66
+  %292 = fmul float %262, %279, !dbg !66
+  %293 = fmul float %263, %285, !dbg !66
+  %294 = fmul float %264, %286, !dbg !66
+  %295 = fmul float %265, %287, !dbg !66
+  %296 = fmul float %266, %288, !dbg !66
+  %297 = fadd float %231, %289, !dbg !67
+  %298 = fadd float %232, %290, !dbg !67
+  %299 = fadd float %233, %291, !dbg !67
+  %300 = fadd float %234, %292, !dbg !67
+  %301 = fadd float %235, %293, !dbg !67
+  %302 = fadd float %236, %294, !dbg !67
+  %303 = fadd float %237, %295, !dbg !67
+  %304 = fadd float %238, %296, !dbg !67
+  %305 = select i1 %15, float %206, float %297, !dbg !68
+  %306 = select i1 %15, float %199, float %298, !dbg !68
+  %307 = select i1 %15, float %192, float %299, !dbg !68
+  %308 = select i1 %15, float %185, float %300, !dbg !68
+  %309 = select i1 %15, float %178, float %301, !dbg !68
+  %310 = select i1 %15, float %171, float %302, !dbg !68
+  %311 = select i1 %15, float %164, float %303, !dbg !68
+  %312 = select i1 %15, float %157, float %304, !dbg !68
+  %313 = sext i32 %11 to i64, !dbg !69
+  %314 = getelementptr bfloat, ptr addrspace(1) %3, i64 %313, !dbg !69
+  %315 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %305) #3, !dbg !70
+  %316 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %306) #3, !dbg !70
+  %317 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %307) #3, !dbg !70
+  %318 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %308) #3, !dbg !70
+  %319 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %309) #3, !dbg !70
+  %320 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %310) #3, !dbg !70
+  %321 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %311) #3, !dbg !70
+  %322 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %312) #3, !dbg !70
+  %323 = insertelement <2 x bfloat> poison, bfloat %315, i64 0, !dbg !70
+  %324 = insertelement <2 x bfloat> %323, bfloat %316, i64 1, !dbg !70
+  %325 = bitcast <2 x bfloat> %324 to i32, !dbg !70
+  %326 = insertelement <2 x bfloat> poison, bfloat %317, i64 0, !dbg !70
+  %327 = insertelement <2 x bfloat> %326, bfloat %318, i64 1, !dbg !70
+  %328 = bitcast <2 x bfloat> %327 to i32, !dbg !70
+  %329 = insertelement <2 x bfloat> poison, bfloat %319, i64 0, !dbg !70
+  %330 = insertelement <2 x bfloat> %329, bfloat %320, i64 1, !dbg !70
+  %331 = bitcast <2 x bfloat> %330 to i32, !dbg !70
+  %332 = insertelement <2 x bfloat> poison, bfloat %321, i64 0, !dbg !70
+  %333 = insertelement <2 x bfloat> %332, bfloat %322, i64 1, !dbg !70
+  %334 = bitcast <2 x bfloat> %333 to i32, !dbg !70
+  tail call void asm sideeffect "@$5 st.global.v4.b32 [ $4 + 0 ], { $0, $1, $2, $3 };", "r,r,r,r,l,b"(i32 %325, i32 %328, i32 %331, i32 %334, ptr addrspace(1) %314, i1 true) #3, !dbg !70
+  ret void, !dbg !71
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
+
+; Function Attrs: convergent nocallback nounwind
+declare void @llvm.nvvm.barrier0() #2
+
+attributes #0 = { noreturn }
+attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #2 = { convergent nocallback nounwind }
+attributes #3 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b")
+!4 = !{ptr @triton_poi_fused__to_copy_cat_0, !"kernel", i32 1}
+!5 = !{ptr @triton_poi_fused__to_copy_cat_0, !"reqntidx", i32 128}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
+!8 = !DIFile(filename: "<unknown>", directory: "")
+!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
+!10 = !{}
+!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_0", linkageName: "triton_poi_fused__to_copy_cat_0", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!12 = !DILocation(line: 21, column: 28, scope: !11)
+!13 = !DILocation(line: 21, column: 33, scope: !11)
+!14 = !DILocation(line: 22, column: 36, scope: !11)
+!15 = !DILocation(line: 22, column: 23, scope: !11)
+!16 = !DILocation(line: 25, column: 19, scope: !11)
+!17 = !DILocation(line: 24, column: 19, scope: !11)
+!18 = !DILocation(line: 26, column: 19, scope: !11)
+!19 = !DILocation(line: 32, column: 18, scope: !11)
+!20 = !DILocation(line: 33, column: 34, scope: !11)
+!21 = !DILocation(line: 33, column: 40, scope: !11)
+!22 = !DILocation(line: 33, column: 30, scope: !11)
+!23 = !DILocation(line: 33, column: 46, scope: !11)
+!24 = !DILocation(line: 33, column: 96, scope: !11)
+!25 = !DILocation(line: 35, column: 30, scope: !11)
+!26 = !DILocation(line: 35, column: 35, scope: !11)
+!27 = !DILocation(line: 39, column: 34, scope: !11)
+!28 = !DILocation(line: 40, column: 65, scope: !11)
+!29 = !DILocation(line: 40, column: 119, scope: !11)
+!30 = !DILocation(line: 41, column: 35, scope: !11)
+!31 = !DILocation(line: 41, column: 31, scope: !11)
+!32 = !DILocation(line: 41, column: 50, scope: !11)
+!33 = !DILocation(line: 43, column: 36, scope: !11)
+!34 = !DILocation(line: 43, column: 46, scope: !11)
+!35 = !DILocation(line: 43, column: 31, scope: !11)
+!36 = !DILocation(line: 43, column: 52, scope: !11)
+!37 = !DILocation(line: 43, column: 102, scope: !11)
+!38 = !DILocation(line: 45, column: 36, scope: !11)
+!39 = !DILocation(line: 45, column: 31, scope: !11)
+!40 = !DILocation(line: 45, column: 55, scope: !11)
+!41 = !DILocation(line: 50, column: 20, scope: !11)
+!42 = !DILocation(line: 53, column: 54, scope: !11)
+!43 = !DILocation(line: 53, column: 46, scope: !11)
+!44 = !DILocation(line: 53, column: 31, scope: !11)
+!45 = !DILocation(line: 53, column: 60, scope: !11)
+!46 = !DILocation(line: 53, column: 111, scope: !11)
+!47 = !DILocation(line: 55, column: 36, scope: !11)
+!48 = !DILocation(line: 59, column: 35, scope: !11)
+!49 = !DILocation(line: 60, column: 65, scope: !11)
+!50 = !DILocation(line: 60, column: 120, scope: !11)
+!51 = !DILocation(line: 42, column: 19, scope: !11)
+!52 = !DILocation(line: 46, column: 20, scope: !11)
+!53 = !DILocation(line: 47, column: 20, scope: !11)
+!54 = !DILocation(line: 61, column: 35, scope: !11)
+!55 = !DILocation(line: 61, column: 44, scope: !11)
+!56 = !DILocation(line: 61, column: 31, scope: !11)
+!57 = !DILocation(line: 61, column: 58, scope: !11)
+!58 = !DILocation(line: 62, column: 20, scope: !11)
+!59 = !DILocation(line: 63, column: 41, scope: !11)
+!60 = !DILocation(line: 63, column: 31, scope: !11)
+!61 = !DILocation(line: 63, column: 55, scope: !11)
+!62 = !DILocation(line: 63, column: 106, scope: !11)
+!63 = !DILocation(line: 65, column: 36, scope: !11)
+!64 = !DILocation(line: 65, column: 31, scope: !11)
+!65 = !DILocation(line: 65, column: 63, scope: !11)
+!66 = !DILocation(line: 66, column: 20, scope: !11)
+!67 = !DILocation(line: 67, column: 20, scope: !11)
+!68 = !DILocation(line: 0, scope: !11)
+!69 = !DILocation(line: 72, column: 25, scope: !11)
+!70 = !DILocation(line: 72, column: 37, scope: !11)
+!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx
new file mode 100644
index 0000000..43158b2
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx
@@ -0,0 +1,899 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_poi_fused__to_copy_cat_0 // -- Begin function triton_poi_fused__to_copy_cat_0
+.extern .func __assertfail
+(
+	.param .b64 __assertfail_param_0,
+	.param .b64 __assertfail_param_1,
+	.param .b32 __assertfail_param_2,
+	.param .b64 __assertfail_param_3,
+	.param .b64 __assertfail_param_4
+)
+.noreturn;
+.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
+.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
+.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+                                        // @triton_poi_fused__to_copy_cat_0
+.visible .entry triton_poi_fused__to_copy_cat_0(
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_0,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_1,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_2,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_3,
+	.param .u32 triton_poi_fused__to_copy_cat_0_param_4
+)
+.reqntid 128, 1, 1
+{
+	.reg .pred 	%p<100>;
+	.reg .b16 	%rs<81>;
+	.reg .b32 	%r<205>;
+	.reg .f32 	%f<113>;
+	.reg .b64 	%rd<90>;
+	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_0_param_0];
+	ld.param.u64 	%rd26, [triton_poi_fused__to_copy_cat_0_param_1];
+$L__tmp0:
+	.loc	1 21 28                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:28
+	// begin inline asm
+	mov.u32 %r21, %ctaid.x;
+	// end inline asm
+	.loc	1 21 33                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:33
+	shl.b32 	%r38, %r21, 10;
+	.loc	1 22 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:36
+	mov.u32 	%r39, %tid.x;
+	shl.b32 	%r40, %r39, 3;
+	and.b32  	%r41, %r40, 1016;
+	.loc	1 22 23                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:23
+	or.b32  	%r1, %r38, %r41;
+	.loc	1 25 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:25:19
+	shr.s32 	%r43, %r1, 31;
+	shr.u32 	%r44, %r43, 25;
+	add.s32 	%r45, %r1, %r44;
+	.loc	1 24 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:24:19
+	and.b32  	%r3, %r45, -128;
+	sub.s32 	%r2, %r1, %r3;
+	.loc	1 26 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:26:19
+	mul.hi.s32 	%r46, %r1, -1840700269;
+	mad.lo.s32 	%r47, %r1, 1, %r46;
+	shr.u32 	%r48, %r47, 31;
+	shr.s32 	%r49, %r47, 11;
+	add.s32 	%r50, %r49, %r48;
+	.loc	1 32 18                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:32:18
+	setp.gt.s32 	%p22, %r2, 63;
+	setp.lt.s32 	%p21, %r2, 64;
+	.loc	1 33 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:30
+	mul.wide.s32 	%rd27, %r1, 2;
+	add.s64 	%rd9, %rd6, %rd27;
+	mov.b32 	%r29, 0;
+	.loc	1 33 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:46
+	// begin inline asm
+	mov.u32 %r22, 0x0;
+	mov.u32 %r23, 0x0;
+	mov.u32 %r24, 0x0;
+	mov.u32 %r25, 0x0;
+	@%p21 ld.global.L1::evict_last.v4.b32 { %r22, %r23, %r24, %r25 }, [ %rd9 + 0 ];
+	@!%p21 mov.u32 %r22, %r29;
+	@!%p21 mov.u32 %r23, %r29;
+	@!%p21 mov.u32 %r24, %r29;
+	@!%p21 mov.u32 %r25, %r29;
+	// end inline asm
+	mov.b32 	{%rs9, %rs10}, %r22;
+	mov.b32 	{%rs11, %rs12}, %r23;
+	mov.b32 	{%rs13, %rs14}, %r24;
+	mov.b32 	{%rs15, %rs16}, %r25;
+	.loc	1 35 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:30
+	mul.wide.s32 	%rd28, %r50, 8;
+	add.s64 	%rd25, %rd26, %rd28;
+	.loc	1 35 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:35
+	// begin inline asm
+	mov.u64 %rd10, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd10 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd10, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd12, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd12 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd12, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd14, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd14 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd14, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd16, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd16 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd16, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd18, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd18 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd18, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd20, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd20 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd20, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd22, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd22 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd22, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd24, 0x0;
+	@%p21 ld.global.L1::evict_last.b64 { %rd24 }, [ %rd25 + 0 ];
+	@!%p21 mov.u64 %rd24, 0x0;
+	// end inline asm
+	.loc	1 39 34                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:39:34
+	shr.u64 	%rd29, %rd10, 48;
+	and.b64  	%rd30, %rd29, 32768;
+	add.s64 	%rd2, %rd30, %rd10;
+	.loc	1 40 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:65
+	setp.lt.u64 	%p23, %rd2, 32768;
+	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
+	or.pred  	%p24, %p22, %p23;
+	@%p24 bra 	$L__BB0_2;
+	bra.uni 	$L__BB0_1;
+$L__BB0_2:
+	.loc	1 0 119                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:119
+	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_0_param_2];
+	.loc	1 22 23                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:23
+	or.b32  	%r119, %r1, 4;
+	.loc	1 24 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:24:19
+	add.s32 	%r122, %r119, %r44;
+	and.b32  	%r123, %r122, -128;
+	sub.s32 	%r124, %r119, %r123;
+	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
+	bar.sync 	0;
+	.loc	1 41 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:31
+	shl.b64 	%rd53, %rd2, 9;
+	add.s64 	%rd54, %rd7, %rd53;
+	mul.wide.s32 	%rd55, %r2, 4;
+	add.s64 	%rd31, %rd54, %rd55;
+	mul.wide.s32 	%rd56, %r124, 4;
+	add.s64 	%rd32, %rd54, %rd56;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	// begin inline asm
+	mov.u32 %r55, 0x0;
+	mov.u32 %r56, 0x0;
+	mov.u32 %r57, 0x0;
+	mov.u32 %r58, 0x0;
+	@%p21 ld.global.L1::evict_last.v4.b32 { %r55, %r56, %r57, %r58 }, [ %rd31 + 0 ];
+	@!%p21 mov.u32 %r55, %r29;
+	@!%p21 mov.u32 %r56, %r29;
+	@!%p21 mov.u32 %r57, %r29;
+	@!%p21 mov.u32 %r58, %r29;
+	// end inline asm
+	// begin inline asm
+	mov.u32 %r63, 0x0;
+	mov.u32 %r64, 0x0;
+	mov.u32 %r65, 0x0;
+	mov.u32 %r66, 0x0;
+	@%p21 ld.global.L1::evict_last.v4.b32 { %r63, %r64, %r65, %r66 }, [ %rd32 + 0 ];
+	@!%p21 mov.u32 %r63, %r29;
+	@!%p21 mov.u32 %r64, %r29;
+	@!%p21 mov.u32 %r65, %r29;
+	@!%p21 mov.u32 %r66, %r29;
+	// end inline asm
+	.loc	1 43 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:36
+	or.b32  	%r125, %r3, 64;
+	.loc	1 43 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:46
+	add.s32 	%r126, %r125, %r2;
+	.loc	1 43 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:31
+	mul.wide.s32 	%rd57, %r126, 2;
+	add.s64 	%rd33, %rd6, %rd57;
+	.loc	1 43 52                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:52
+	// begin inline asm
+	mov.u32 %r71, 0x0;
+	mov.u32 %r72, 0x0;
+	mov.u32 %r73, 0x0;
+	mov.u32 %r74, 0x0;
+	@%p21 ld.global.L1::evict_last.v4.b32 { %r71, %r72, %r73, %r74 }, [ %rd33 + 0 ];
+	@!%p21 mov.u32 %r71, %r29;
+	@!%p21 mov.u32 %r72, %r29;
+	@!%p21 mov.u32 %r73, %r29;
+	@!%p21 mov.u32 %r74, %r29;
+	// end inline asm
+	mov.b32 	{%rs33, %rs34}, %r71;
+	mov.b32 	{%rs35, %rs36}, %r72;
+	mov.b32 	{%rs37, %rs38}, %r73;
+	mov.b32 	{%rs39, %rs40}, %r74;
+	.loc	1 45 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:31
+	add.s64 	%rd34, %rd31, 256;
+	add.s64 	%rd35, %rd32, 256;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	// begin inline asm
+	mov.u32 %r87, 0x0;
+	mov.u32 %r88, 0x0;
+	mov.u32 %r89, 0x0;
+	mov.u32 %r90, 0x0;
+	@%p21 ld.global.L1::evict_last.v4.b32 { %r87, %r88, %r89, %r90 }, [ %rd34 + 0 ];
+	@!%p21 mov.u32 %r87, %r29;
+	@!%p21 mov.u32 %r88, %r29;
+	@!%p21 mov.u32 %r89, %r29;
+	@!%p21 mov.u32 %r90, %r29;
+	// end inline asm
+	// begin inline asm
+	mov.u32 %r95, 0x0;
+	mov.u32 %r96, 0x0;
+	mov.u32 %r97, 0x0;
+	mov.u32 %r98, 0x0;
+	@%p21 ld.global.L1::evict_last.v4.b32 { %r95, %r96, %r97, %r98 }, [ %rd35 + 0 ];
+	@!%p21 mov.u32 %r95, %r29;
+	@!%p21 mov.u32 %r96, %r29;
+	@!%p21 mov.u32 %r97, %r29;
+	@!%p21 mov.u32 %r98, %r29;
+	// end inline asm
+	.loc	1 53 54                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:54
+	add.s32 	%r20, %r2, -64;
+	.loc	1 53 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:46
+	add.s32 	%r131, %r125, %r20;
+	.loc	1 53 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:31
+	mul.wide.s32 	%rd58, %r131, 2;
+	add.s64 	%rd36, %rd6, %rd58;
+	.loc	1 53 60                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:60
+	// begin inline asm
+	mov.u32 %r103, 0x0;
+	mov.u32 %r104, 0x0;
+	mov.u32 %r105, 0x0;
+	mov.u32 %r106, 0x0;
+	@%p22 ld.global.L1::evict_last.v4.b32 { %r103, %r104, %r105, %r106 }, [ %rd36 + 0 ];
+	@!%p22 mov.u32 %r103, %r29;
+	@!%p22 mov.u32 %r104, %r29;
+	@!%p22 mov.u32 %r105, %r29;
+	@!%p22 mov.u32 %r106, %r29;
+	// end inline asm
+	mov.b32 	{%rs41, %rs42}, %r103;
+	mov.b32 	{%rs43, %rs44}, %r104;
+	mov.b32 	{%rs45, %rs46}, %r105;
+	mov.b32 	{%rs47, %rs48}, %r106;
+	.loc	1 55 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:55:36
+	// begin inline asm
+	mov.u64 %rd37, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd37 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd37, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd39, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd39 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd39, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd41, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd41 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd41, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd43, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd43 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd43, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd45, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd45 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd45, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd47, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd47 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd47, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd49, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd49 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd49, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd51, 0x0;
+	@%p22 ld.global.L1::evict_last.b64 { %rd51 }, [ %rd25 + 0 ];
+	@!%p22 mov.u64 %rd51, 0x0;
+	// end inline asm
+	.loc	1 59 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:59:35
+	shr.u64 	%rd59, %rd37, 48;
+	and.b64  	%rd60, %rd59, 32768;
+	add.s64 	%rd5, %rd60, %rd37;
+	.loc	1 60 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:65
+	setp.lt.u64 	%p71, %rd5, 32768;
+	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
+	or.pred  	%p72, %p21, %p71;
+	@%p72 bra 	$L__BB0_4;
+	bra.uni 	$L__BB0_3;
+$L__BB0_4:
+	.loc	1 0 120                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:120
+	ld.param.u64 	%rd8, [triton_poi_fused__to_copy_cat_0_param_3];
+	// begin inline asm
+	cvt.f32.bf16 %r30, %rs9;
+	// end inline asm
+	mov.b32 	%f1, %r30;
+	// begin inline asm
+	cvt.f32.bf16 %r31, %rs10;
+	// end inline asm
+	mov.b32 	%f2, %r31;
+	// begin inline asm
+	cvt.f32.bf16 %r32, %rs11;
+	// end inline asm
+	mov.b32 	%f3, %r32;
+	// begin inline asm
+	cvt.f32.bf16 %r33, %rs12;
+	// end inline asm
+	mov.b32 	%f4, %r33;
+	// begin inline asm
+	cvt.f32.bf16 %r34, %rs13;
+	// end inline asm
+	mov.b32 	%f5, %r34;
+	// begin inline asm
+	cvt.f32.bf16 %r35, %rs14;
+	// end inline asm
+	mov.b32 	%f6, %r35;
+	// begin inline asm
+	cvt.f32.bf16 %r36, %rs15;
+	// end inline asm
+	mov.b32 	%f7, %r36;
+	// begin inline asm
+	cvt.f32.bf16 %r37, %rs16;
+	// end inline asm
+	mov.b32 	%f8, %r37;
+	cvt.s64.s32 	%rd3, %r2;
+	cvt.s64.s32 	%rd4, %r124;
+	// begin inline asm
+	cvt.f32.bf16 %r79, %rs33;
+	// end inline asm
+	mov.b32 	%f9, %r79;
+	// begin inline asm
+	cvt.f32.bf16 %r80, %rs34;
+	// end inline asm
+	mov.b32 	%f10, %r80;
+	// begin inline asm
+	cvt.f32.bf16 %r81, %rs35;
+	// end inline asm
+	mov.b32 	%f11, %r81;
+	// begin inline asm
+	cvt.f32.bf16 %r82, %rs36;
+	// end inline asm
+	mov.b32 	%f12, %r82;
+	// begin inline asm
+	cvt.f32.bf16 %r83, %rs37;
+	// end inline asm
+	mov.b32 	%f13, %r83;
+	// begin inline asm
+	cvt.f32.bf16 %r84, %rs38;
+	// end inline asm
+	mov.b32 	%f14, %r84;
+	// begin inline asm
+	cvt.f32.bf16 %r85, %rs39;
+	// end inline asm
+	mov.b32 	%f15, %r85;
+	// begin inline asm
+	cvt.f32.bf16 %r86, %rs40;
+	// end inline asm
+	mov.b32 	%f16, %r86;
+	// begin inline asm
+	cvt.f32.bf16 %r111, %rs41;
+	// end inline asm
+	mov.b32 	%f17, %r111;
+	// begin inline asm
+	cvt.f32.bf16 %r112, %rs42;
+	// end inline asm
+	mov.b32 	%f18, %r112;
+	// begin inline asm
+	cvt.f32.bf16 %r113, %rs43;
+	// end inline asm
+	mov.b32 	%f19, %r113;
+	// begin inline asm
+	cvt.f32.bf16 %r114, %rs44;
+	// end inline asm
+	mov.b32 	%f20, %r114;
+	// begin inline asm
+	cvt.f32.bf16 %r115, %rs45;
+	// end inline asm
+	mov.b32 	%f21, %r115;
+	// begin inline asm
+	cvt.f32.bf16 %r116, %rs46;
+	// end inline asm
+	mov.b32 	%f22, %r116;
+	// begin inline asm
+	cvt.f32.bf16 %r117, %rs47;
+	// end inline asm
+	mov.b32 	%f23, %r117;
+	// begin inline asm
+	cvt.f32.bf16 %r118, %rs48;
+	// end inline asm
+	mov.b32 	%f24, %r118;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f25, %r66;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f26, %r98;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f27, %f16, %f26;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f28, %f27;
+	fma.rn.f32 	%f29, %f8, %f25, %f28;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f30, %r65;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f31, %r97;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f32, %f15, %f31;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f33, %f32;
+	fma.rn.f32 	%f34, %f7, %f30, %f33;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f35, %r64;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f36, %r96;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f37, %f14, %f36;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f38, %f37;
+	fma.rn.f32 	%f39, %f6, %f35, %f38;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f40, %r63;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f41, %r95;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f42, %f13, %f41;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f43, %f42;
+	fma.rn.f32 	%f44, %f5, %f40, %f43;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f45, %r58;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f46, %r90;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f47, %f12, %f46;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f48, %f47;
+	fma.rn.f32 	%f49, %f4, %f45, %f48;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f50, %r57;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f51, %r89;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f52, %f11, %f51;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f53, %f52;
+	fma.rn.f32 	%f54, %f3, %f50, %f53;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f55, %r56;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f56, %r88;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f57, %f10, %f56;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f58, %f57;
+	fma.rn.f32 	%f59, %f2, %f55, %f58;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f60, %r55;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f61, %r87;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f62, %f9, %f61;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f63, %f62;
+	fma.rn.f32 	%f64, %f1, %f60, %f63;
+	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
+	bar.sync 	0;
+	.loc	1 61 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:31
+	shl.b64 	%rd67, %rd5, 9;
+	add.s64 	%rd68, %rd7, %rd67;
+	shl.b64 	%rd69, %rd3, 2;
+	add.s64 	%rd70, %rd68, %rd69;
+	add.s64 	%rd61, %rd70, -256;
+	shl.b64 	%rd71, %rd4, 2;
+	add.s64 	%rd72, %rd68, %rd71;
+	add.s64 	%rd62, %rd72, -256;
+	.loc	1 61 58                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:58
+	// begin inline asm
+	mov.u32 %r136, 0x0;
+	mov.u32 %r137, 0x0;
+	mov.u32 %r138, 0x0;
+	mov.u32 %r139, 0x0;
+	@%p22 ld.global.L1::evict_last.v4.b32 { %r136, %r137, %r138, %r139 }, [ %rd61 + 0 ];
+	@!%p22 mov.u32 %r136, %r29;
+	@!%p22 mov.u32 %r137, %r29;
+	@!%p22 mov.u32 %r138, %r29;
+	@!%p22 mov.u32 %r139, %r29;
+	// end inline asm
+	mov.b32 	%f65, %r136;
+	mov.b32 	%f66, %r137;
+	mov.b32 	%f67, %r138;
+	mov.b32 	%f68, %r139;
+	// begin inline asm
+	mov.u32 %r144, 0x0;
+	mov.u32 %r145, 0x0;
+	mov.u32 %r146, 0x0;
+	mov.u32 %r147, 0x0;
+	@%p22 ld.global.L1::evict_last.v4.b32 { %r144, %r145, %r146, %r147 }, [ %rd62 + 0 ];
+	@!%p22 mov.u32 %r144, %r29;
+	@!%p22 mov.u32 %r145, %r29;
+	@!%p22 mov.u32 %r146, %r29;
+	@!%p22 mov.u32 %r147, %r29;
+	// end inline asm
+	mov.b32 	%f69, %r144;
+	mov.b32 	%f70, %r145;
+	mov.b32 	%f71, %r146;
+	mov.b32 	%f72, %r147;
+	.loc	1 63 41                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:41
+	add.s32 	%r196, %r3, %r20;
+	.loc	1 63 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:31
+	mul.wide.s32 	%rd73, %r196, 2;
+	add.s64 	%rd63, %rd6, %rd73;
+	.loc	1 63 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:55
+	// begin inline asm
+	mov.u32 %r152, 0x0;
+	mov.u32 %r153, 0x0;
+	mov.u32 %r154, 0x0;
+	mov.u32 %r155, 0x0;
+	@%p22 ld.global.L1::evict_last.v4.b32 { %r152, %r153, %r154, %r155 }, [ %rd63 + 0 ];
+	@!%p22 mov.u32 %r152, %r29;
+	@!%p22 mov.u32 %r153, %r29;
+	@!%p22 mov.u32 %r154, %r29;
+	@!%p22 mov.u32 %r155, %r29;
+	// end inline asm
+	mov.b32 	{%rs65, %rs66}, %r152;
+	mov.b32 	{%rs67, %rs68}, %r153;
+	mov.b32 	{%rs69, %rs70}, %r154;
+	mov.b32 	{%rs71, %rs72}, %r155;
+	.loc	1 63 106                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:106
+	// begin inline asm
+	cvt.f32.bf16 %r160, %rs65;
+	// end inline asm
+	mov.b32 	%f73, %r160;
+	// begin inline asm
+	cvt.f32.bf16 %r161, %rs66;
+	// end inline asm
+	mov.b32 	%f74, %r161;
+	// begin inline asm
+	cvt.f32.bf16 %r162, %rs67;
+	// end inline asm
+	mov.b32 	%f75, %r162;
+	// begin inline asm
+	cvt.f32.bf16 %r163, %rs68;
+	// end inline asm
+	mov.b32 	%f76, %r163;
+	// begin inline asm
+	cvt.f32.bf16 %r164, %rs69;
+	// end inline asm
+	mov.b32 	%f77, %r164;
+	// begin inline asm
+	cvt.f32.bf16 %r165, %rs70;
+	// end inline asm
+	mov.b32 	%f78, %r165;
+	// begin inline asm
+	cvt.f32.bf16 %r166, %rs71;
+	// end inline asm
+	mov.b32 	%f79, %r166;
+	// begin inline asm
+	cvt.f32.bf16 %r167, %rs72;
+	// end inline asm
+	mov.b32 	%f80, %r167;
+	.loc	1 65 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:65:31
+	add.s64 	%rd74, %rd68, 256;
+	add.s64 	%rd75, %rd74, %rd69;
+	add.s64 	%rd64, %rd75, -256;
+	add.s64 	%rd76, %rd74, %rd71;
+	add.s64 	%rd65, %rd76, -256;
+	.loc	1 65 63                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:65:63
+	// begin inline asm
+	mov.u32 %r168, 0x0;
+	mov.u32 %r169, 0x0;
+	mov.u32 %r170, 0x0;
+	mov.u32 %r171, 0x0;
+	@%p22 ld.global.L1::evict_last.v4.b32 { %r168, %r169, %r170, %r171 }, [ %rd64 + 0 ];
+	@!%p22 mov.u32 %r168, %r29;
+	@!%p22 mov.u32 %r169, %r29;
+	@!%p22 mov.u32 %r170, %r29;
+	@!%p22 mov.u32 %r171, %r29;
+	// end inline asm
+	mov.b32 	%f81, %r168;
+	mov.b32 	%f82, %r169;
+	mov.b32 	%f83, %r170;
+	mov.b32 	%f84, %r171;
+	// begin inline asm
+	mov.u32 %r176, 0x0;
+	mov.u32 %r177, 0x0;
+	mov.u32 %r178, 0x0;
+	mov.u32 %r179, 0x0;
+	@%p22 ld.global.L1::evict_last.v4.b32 { %r176, %r177, %r178, %r179 }, [ %rd65 + 0 ];
+	@!%p22 mov.u32 %r176, %r29;
+	@!%p22 mov.u32 %r177, %r29;
+	@!%p22 mov.u32 %r178, %r29;
+	@!%p22 mov.u32 %r179, %r29;
+	// end inline asm
+	mov.b32 	%f85, %r176;
+	mov.b32 	%f86, %r177;
+	mov.b32 	%f87, %r178;
+	mov.b32 	%f88, %r179;
+	.loc	1 66 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:66:20
+	mul.f32 	%f89, %f73, %f81;
+	mul.f32 	%f90, %f74, %f82;
+	mul.f32 	%f91, %f75, %f83;
+	mul.f32 	%f92, %f76, %f84;
+	mul.f32 	%f93, %f77, %f85;
+	mul.f32 	%f94, %f78, %f86;
+	mul.f32 	%f95, %f79, %f87;
+	mul.f32 	%f96, %f80, %f88;
+	.loc	1 67 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:67:20
+	fma.rn.f32 	%f97, %f17, %f65, %f89;
+	fma.rn.f32 	%f98, %f18, %f66, %f90;
+	fma.rn.f32 	%f99, %f19, %f67, %f91;
+	fma.rn.f32 	%f100, %f20, %f68, %f92;
+	fma.rn.f32 	%f101, %f21, %f69, %f93;
+	fma.rn.f32 	%f102, %f22, %f70, %f94;
+	fma.rn.f32 	%f103, %f23, %f71, %f95;
+	fma.rn.f32 	%f104, %f24, %f72, %f96;
+	.loc	1 0 0                           // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:0
+	selp.f32 	%f105, %f64, %f97, %p21;
+	selp.f32 	%f106, %f59, %f98, %p21;
+	selp.f32 	%f107, %f54, %f99, %p21;
+	selp.f32 	%f108, %f49, %f100, %p21;
+	selp.f32 	%f109, %f44, %f101, %p21;
+	selp.f32 	%f110, %f39, %f102, %p21;
+	selp.f32 	%f111, %f34, %f103, %p21;
+	selp.f32 	%f112, %f29, %f104, %p21;
+	.loc	1 72 25                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:25
+	add.s64 	%rd66, %rd8, %rd27;
+	.loc	1 72 37                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:37
+	mov.b32 	%r184, %f105;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs57, %r184;
+	// end inline asm
+	mov.b32 	%r185, %f106;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs58, %r185;
+	// end inline asm
+	mov.b32 	%r186, %f107;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs59, %r186;
+	// end inline asm
+	mov.b32 	%r187, %f108;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs60, %r187;
+	// end inline asm
+	mov.b32 	%r188, %f109;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs61, %r188;
+	// end inline asm
+	mov.b32 	%r189, %f110;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs62, %r189;
+	// end inline asm
+	mov.b32 	%r190, %f111;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs63, %r190;
+	// end inline asm
+	mov.b32 	%r191, %f112;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs64, %r191;
+	// end inline asm
+	mov.b32 	%r201, {%rs57, %rs58};
+	mov.b32 	%r202, {%rs59, %rs60};
+	mov.b32 	%r203, {%rs61, %rs62};
+	mov.b32 	%r204, {%rs63, %rs64};
+	mov.pred 	%p98, -1;
+	// begin inline asm
+	@%p98 st.global.v4.b32 [ %rd66 + 0 ], { %r201, %r202, %r203, %r204 };
+	// end inline asm
+	.loc	1 72 4                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:4
+	ret;
+$L__BB0_1:
+	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
+	mov.u64 	%rd84, assertMessage_0;
+	cvta.global.u64 	%rd85, %rd84;
+	mov.u64 	%rd86, assertFile_0;
+	cvta.global.u64 	%rd87, %rd86;
+	mov.u64 	%rd88, assertFunc_0;
+	cvta.global.u64 	%rd89, %rd88;
+	{ // callseq 1, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd85;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd87;
+	.param .b32 param2;
+	st.param.b32 	[param2], 40;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd89;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 1
+	trap;
+$L__BB0_3:
+	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
+	mov.u64 	%rd78, assertMessage_1;
+	cvta.global.u64 	%rd79, %rd78;
+	mov.u64 	%rd80, assertFile_1;
+	cvta.global.u64 	%rd81, %rd80;
+	mov.u64 	%rd82, assertFunc_1;
+	cvta.global.u64 	%rd83, %rd82;
+	{ // callseq 0, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd79;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd81;
+	.param .b32 param2;
+	st.param.b32 	[param2], 60;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd83;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 0
+	trap;
+$L__tmp1:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 0                                   // DW_CHILDREN_no
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 125                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 55
+.b8 98
+.b8 120
+.b8 122
+.b8 106
+.b8 51
+.b8 105
+.b8 102
+.b8 112
+.b8 105
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+.b8 114
+.b8 101
+.b8 50
+.b8 53
+.b8 55
+.b8 106
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
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+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 55
+.b8 98
+.b8 0
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir
new file mode 100644
index 0000000..dcb7bfb
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir
@@ -0,0 +1,181 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [8], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<64> : tensor<1024xi64, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<0.000000e+00> : tensor<1024xf32, #blocked> loc(#loc1)
+    %cst_1 = arith.constant dense<128> : tensor<1024xi64, #blocked> loc(#loc1)
+    %cst_2 = arith.constant dense<0> : tensor<1024xi64, #blocked> loc(#loc1)
+    %cst_3 = arith.constant dense<32768> : tensor<1024xi64, #blocked> loc(#loc1)
+    %cst_4 = arith.constant dense<0.000000e+00> : tensor<1024xbf16, #blocked> loc(#loc1)
+    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
+    %cst_5 = arith.constant dense<true> : tensor<1024xi1, #blocked> loc(#loc1)
+    %cst_6 = arith.constant dense<128> : tensor<1024xi32, #blocked> loc(#loc1)
+    %cst_7 = arith.constant dense<3584> : tensor<1024xi32, #blocked> loc(#loc1)
+    %cst_8 = arith.constant dense<64> : tensor<1024xi32, #blocked> loc(#loc1)
+    %cst_9 = arith.constant dense<-64> : tensor<1024xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32, #blocked> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<1024xi32, #blocked> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<1024xi32, #blocked> loc(#loc5)
+    %5 = arith.remsi %4, %cst_6 : tensor<1024xi32, #blocked> loc(#loc6)
+    %6 = arith.divsi %4, %cst_6 : tensor<1024xi32, #blocked> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<1024xi32, #blocked> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<1024xi32, #blocked> to tensor<1024xi64, #blocked> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst : tensor<1024xi64, #blocked> loc(#loc9)
+    %10 = arith.muli %6, %cst_6 : tensor<1024xi32, #blocked> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<1024xi32, #blocked> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc13)
+    %15 = arith.extf %14 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<1024x!tt.ptr<i64>, #blocked> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<1024x!tt.ptr<i64>, #blocked>, tensor<1024xi32, #blocked> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_2 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>, #blocked> loc(#loc16)
+    %19 = arith.addi %18, %cst_3 : tensor<1024xi64, #blocked> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_2 : tensor<1024xi64, #blocked> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<1024xi1, #blocked>, tensor<1024xi64, #blocked> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_2 : tensor<1024xi64, #blocked> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst_3 : tensor<1024xi64, #blocked> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<1024xi1, #blocked> loc(#loc22)
+    %25 = arith.xori %9, %cst_5 : tensor<1024xi1, #blocked> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<1024xi1, #blocked> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<1024xi1, #blocked> loc(#loc25)
+    %27 = arith.muli %21, %cst_1 : tensor<1024xi64, #blocked> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<1024xi64, #blocked> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<1024xf32, #blocked> loc(#loc30)
+    %33 = arith.addi %10, %cst_8 : tensor<1024xi32, #blocked> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<1024xi32, #blocked> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc34)
+    %37 = arith.extf %36 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc35)
+    %38 = arith.addi %27, %cst : tensor<1024xi64, #blocked> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<1024xi64, #blocked> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<1024xf32, #blocked> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<1024xf32, #blocked> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst : tensor<1024xi64, #blocked> loc(#loc42)
+    %45 = arith.addi %5, %cst_9 : tensor<1024xi32, #blocked> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<1024xi32, #blocked> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc46)
+    %49 = arith.extf %48 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_2 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>, #blocked> loc(#loc48)
+    %51 = arith.addi %50, %cst_3 : tensor<1024xi64, #blocked> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_2 : tensor<1024xi64, #blocked> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<1024xi1, #blocked>, tensor<1024xi64, #blocked> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_2 : tensor<1024xi64, #blocked> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst_3 : tensor<1024xi64, #blocked> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<1024xi1, #blocked> loc(#loc54)
+    %57 = arith.xori %44, %cst_5 : tensor<1024xi1, #blocked> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<1024xi1, #blocked> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<1024xi1, #blocked> loc(#loc57)
+    %59 = arith.muli %53, %cst_1 : tensor<1024xi64, #blocked> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<1024xi32, #blocked> to tensor<1024xi64, #blocked> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<1024xi64, #blocked> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<1024xf32, #blocked> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<1024xi32, #blocked> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc65)
+    %68 = arith.extf %67 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc66)
+    %69 = arith.addi %59, %cst : tensor<1024xi64, #blocked> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<1024xi64, #blocked> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<1024xf32, #blocked> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<1024xf32, #blocked> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_0 : tensor<1024xi1, #blocked>, tensor<1024xf32, #blocked> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<1024xi1, #blocked>, tensor<1024xf32, #blocked> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<1024xf32, #blocked> to tensor<1024xbf16, #blocked> loc(#loc77)
+    tt.store %78, %79 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir
new file mode 100644
index 0000000..ad1205d
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir
@@ -0,0 +1,180 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
+module {
+  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<32768> : tensor<1024xi64> loc(#loc1)
+    %cst_0 = arith.constant dense<0> : tensor<1024xi64> loc(#loc1)
+    %cst_1 = arith.constant dense<0.000000e+00> : tensor<1024xbf16> loc(#loc1)
+    %cst_2 = arith.constant dense<-64> : tensor<1024xi32> loc(#loc1)
+    %cst_3 = arith.constant dense<64> : tensor<1024xi32> loc(#loc1)
+    %cst_4 = arith.constant dense<128> : tensor<1024xi64> loc(#loc1)
+    %cst_5 = arith.constant dense<0.000000e+00> : tensor<1024xf32> loc(#loc1)
+    %cst_6 = arith.constant dense<64> : tensor<1024xi64> loc(#loc1)
+    %cst_7 = arith.constant dense<3584> : tensor<1024xi32> loc(#loc1)
+    %cst_8 = arith.constant dense<128> : tensor<1024xi32> loc(#loc1)
+    %cst_9 = arith.constant dense<true> : tensor<1024xi1> loc(#loc1)
+    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<1024xi32> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<1024xi32> loc(#loc5)
+    %5 = arith.remsi %4, %cst_8 : tensor<1024xi32> loc(#loc6)
+    %6 = arith.divsi %4, %cst_8 : tensor<1024xi32> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<1024xi32> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<1024xi32> to tensor<1024xi64> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst_6 : tensor<1024xi64> loc(#loc9)
+    %10 = arith.muli %6, %cst_8 : tensor<1024xi32> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<1024xi32> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc13)
+    %15 = arith.extf %14 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<1024x!tt.ptr<i64>> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<1024x!tt.ptr<i64>>, tensor<1024xi32> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>> loc(#loc16)
+    %19 = arith.addi %18, %cst : tensor<1024xi64> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_0 : tensor<1024xi64> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<1024xi1>, tensor<1024xi64> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_0 : tensor<1024xi64> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst : tensor<1024xi64> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<1024xi1> loc(#loc22)
+    %25 = arith.xori %9, %cst_9 : tensor<1024xi1> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<1024xi1> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<1024xi1> loc(#loc25)
+    %27 = arith.muli %21, %cst_4 : tensor<1024xi64> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<1024xi64> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<1024x!tt.ptr<f32>> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<1024xf32> loc(#loc30)
+    %33 = arith.addi %10, %cst_3 : tensor<1024xi32> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<1024xi32> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc34)
+    %37 = arith.extf %36 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc35)
+    %38 = arith.addi %27, %cst_6 : tensor<1024xi64> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<1024xi64> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<1024xf32> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<1024xf32> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst_6 : tensor<1024xi64> loc(#loc42)
+    %45 = arith.addi %5, %cst_2 : tensor<1024xi32> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<1024xi32> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc46)
+    %49 = arith.extf %48 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>> loc(#loc48)
+    %51 = arith.addi %50, %cst : tensor<1024xi64> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_0 : tensor<1024xi64> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<1024xi1>, tensor<1024xi64> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_0 : tensor<1024xi64> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst : tensor<1024xi64> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<1024xi1> loc(#loc54)
+    %57 = arith.xori %44, %cst_9 : tensor<1024xi1> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<1024xi1> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<1024xi1> loc(#loc57)
+    %59 = arith.muli %53, %cst_4 : tensor<1024xi64> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<1024xi32> to tensor<1024xi64> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<1024xi64> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<1024xf32> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<1024xi32> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc65)
+    %68 = arith.extf %67 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc66)
+    %69 = arith.addi %59, %cst_6 : tensor<1024xi64> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<1024xi64> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<1024xf32> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<1024xf32> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_5 : tensor<1024xi1>, tensor<1024xf32> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<1024xi1>, tensor<1024xf32> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<1024xf32> to tensor<1024xbf16> loc(#loc77)
+    tt.store %78, %79 : tensor<1024x!tt.ptr<bf16>> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/__grp__triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/__grp__triton_poi_fused_mul_silu_0.json
new file mode 100644
index 0000000..c228e54
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/__grp__triton_poi_fused_mul_silu_0.json
@@ -0,0 +1 @@
+{"child_paths": {"triton_poi_fused_mul_silu_0.ttir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir", "triton_poi_fused_mul_silu_0.ttgir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir", "triton_poi_fused_mul_silu_0.llir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir", "triton_poi_fused_mul_silu_0.ptx": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx", "triton_poi_fused_mul_silu_0.cubin": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.cubin", "triton_poi_fused_mul_silu_0.json": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json"}}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.cubin b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.cubin
new file mode 100644
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HcmV?d00001

diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json
new file mode 100644
index 0000000..82232ab
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json
@@ -0,0 +1 @@
+{"hash": "2b712f85ee6ee00426294f7e2baedf32692f599f3ae4bd77125dd1f55266a7c8", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 8, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused_mul_silu_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir
new file mode 100644
index 0000000..3dabbbb
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir
@@ -0,0 +1,107 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-p3:32:32-p4:32:32-p5:32:32-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+define void @triton_poi_fused_mul_silu_0(ptr addrspace(1) %0, ptr addrspace(1) %1, i32 %2) local_unnamed_addr !dbg !7 {
+  %4 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #1, !dbg !10
+  %5 = shl i32 %4, 9, !dbg !11
+  %6 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
+  %7 = shl i32 %6, 1, !dbg !12
+  %8 = and i32 %7, 510, !dbg !12
+  %9 = or disjoint i32 %5, %8, !dbg !13
+  %.frozen = freeze i32 %9, !dbg !14
+  %10 = sdiv i32 %.frozen, 18944, !dbg !14
+  %11 = mul i32 %10, 18944, !dbg !15
+  %.decomposed = sub i32 %.frozen, %11, !dbg !15
+  %12 = mul i32 %10, 37888, !dbg !16
+  %13 = add i32 %12, %.decomposed, !dbg !17
+  %14 = sext i32 %13 to i64, !dbg !18
+  %15 = getelementptr bfloat, ptr addrspace(1) %0, i64 %14, !dbg !18
+  %16 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.b32 { $0 }, [ $1 + 0 ];", "=r,l,b"(ptr addrspace(1) %15, i1 true) #1, !dbg !19
+  %17 = bitcast i32 %16 to <2 x bfloat>, !dbg !19
+  %18 = extractelement <2 x bfloat> %17, i64 0, !dbg !19
+  %19 = extractelement <2 x bfloat> %17, i64 1, !dbg !19
+  %20 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %18) #1, !dbg !20
+  %21 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %19) #1, !dbg !20
+  %22 = add i32 %13, 18944, !dbg !21
+  %23 = sext i32 %22 to i64, !dbg !22
+  %24 = getelementptr bfloat, ptr addrspace(1) %0, i64 %23, !dbg !22
+  %25 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.b32 { $0 }, [ $1 + 0 ];", "=r,l,b"(ptr addrspace(1) %24, i1 true) #1, !dbg !23
+  %26 = bitcast i32 %25 to <2 x bfloat>, !dbg !23
+  %27 = extractelement <2 x bfloat> %26, i64 0, !dbg !23
+  %28 = extractelement <2 x bfloat> %26, i64 1, !dbg !23
+  %29 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %27) #1, !dbg !24
+  %30 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %28) #1, !dbg !24
+  %31 = fsub float 0.000000e+00, %20, !dbg !25
+  %32 = fsub float 0.000000e+00, %21, !dbg !25
+  %33 = fmul float %31, 0x3FF7154760000000, !dbg !29
+  %34 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %33) #1, !dbg !29
+  %35 = fmul float %32, 0x3FF7154760000000, !dbg !29
+  %36 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %35) #1, !dbg !29
+  %37 = fadd float %34, 1.000000e+00, !dbg !30
+  %38 = fadd float %36, 1.000000e+00, !dbg !30
+  %39 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %37) #1, !dbg !31
+  %40 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %38) #1, !dbg !31
+  %41 = fmul float %20, %39, !dbg !32
+  %42 = fmul float %21, %40, !dbg !32
+  %43 = fmul float %29, %41, !dbg !33
+  %44 = fmul float %30, %42, !dbg !33
+  %45 = sext i32 %9 to i64, !dbg !34
+  %46 = getelementptr bfloat, ptr addrspace(1) %1, i64 %45, !dbg !34
+  %47 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %43) #1, !dbg !35
+  %48 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %44) #1, !dbg !35
+  %49 = insertelement <2 x bfloat> poison, bfloat %47, i64 0, !dbg !35
+  %50 = insertelement <2 x bfloat> %49, bfloat %48, i64 1, !dbg !35
+  %51 = bitcast <2 x bfloat> %50 to i32, !dbg !35
+  tail call void asm sideeffect "@$2 st.global.b32 [ $1 + 0 ], { $0 };", "r,l,b"(i32 %51, ptr addrspace(1) %46, i1 true) #1, !dbg !35
+  ret void, !dbg !36
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
+
+attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #1 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu")
+!4 = !{ptr @triton_poi_fused_mul_silu_0, !"kernel", i32 1}
+!5 = !{ptr @triton_poi_fused_mul_silu_0, !"reqntidx", i32 256}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = distinct !DISubprogram(name: "triton_poi_fused_mul_silu_0", linkageName: "triton_poi_fused_mul_silu_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
+!9 = !{}
+!10 = !DILocation(line: 21, column: 28, scope: !7)
+!11 = !DILocation(line: 21, column: 33, scope: !7)
+!12 = !DILocation(line: 22, column: 36, scope: !7)
+!13 = !DILocation(line: 22, column: 23, scope: !7)
+!14 = !DILocation(line: 25, column: 19, scope: !7)
+!15 = !DILocation(line: 24, column: 19, scope: !7)
+!16 = !DILocation(line: 27, column: 41, scope: !7)
+!17 = !DILocation(line: 27, column: 35, scope: !7)
+!18 = !DILocation(line: 27, column: 30, scope: !7)
+!19 = !DILocation(line: 27, column: 46, scope: !7)
+!20 = !DILocation(line: 27, column: 55, scope: !7)
+!21 = !DILocation(line: 28, column: 43, scope: !7)
+!22 = !DILocation(line: 28, column: 30, scope: !7)
+!23 = !DILocation(line: 28, column: 54, scope: !7)
+!24 = !DILocation(line: 28, column: 63, scope: !7)
+!25 = !DILocation(line: 47, column: 30, scope: !26, inlinedAt: !28)
+!26 = distinct !DILexicalBlockFile(scope: !7, file: !27, discriminator: 0)
+!27 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
+!28 = !DILocation(line: 30, column: 22, scope: !7)
+!29 = !DILocation(line: 47, column: 29, scope: !26, inlinedAt: !28)
+!30 = !DILocation(line: 47, column: 20, scope: !26, inlinedAt: !28)
+!31 = !DILocation(line: 47, column: 16, scope: !26, inlinedAt: !28)
+!32 = !DILocation(line: 31, column: 18, scope: !7)
+!33 = !DILocation(line: 33, column: 18, scope: !7)
+!34 = !DILocation(line: 34, column: 25, scope: !7)
+!35 = !DILocation(line: 34, column: 36, scope: !7)
+!36 = !DILocation(line: 34, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx
new file mode 100644
index 0000000..c8e3a13
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx
@@ -0,0 +1,375 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_poi_fused_mul_silu_0 // -- Begin function triton_poi_fused_mul_silu_0
+                                        // @triton_poi_fused_mul_silu_0
+.visible .entry triton_poi_fused_mul_silu_0(
+	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_0,
+	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_1,
+	.param .u32 triton_poi_fused_mul_silu_0_param_2
+)
+.reqntid 256, 1, 1
+{
+	.reg .pred 	%p<4>;
+	.reg .b16 	%rs<13>;
+	.reg .b32 	%r<35>;
+	.reg .f32 	%f<20>;
+	.reg .b64 	%rd<9>;
+	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd4, [triton_poi_fused_mul_silu_0_param_0];
+	ld.param.u64 	%rd5, [triton_poi_fused_mul_silu_0_param_1];
+$L__tmp0:
+	.loc	1 21 28                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:28
+	// begin inline asm
+	mov.u32 %r1, %ctaid.x;
+	// end inline asm
+	.loc	1 21 33                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:33
+	shl.b32 	%r17, %r1, 9;
+	.loc	1 22 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:36
+	mov.u32 	%r18, %tid.x;
+	shl.b32 	%r19, %r18, 1;
+	and.b32  	%r20, %r19, 510;
+	.loc	1 22 23                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:23
+	or.b32  	%r21, %r17, %r20;
+	.loc	1 25 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:25:19
+	mul.hi.s32 	%r23, %r21, -580400985;
+	mad.lo.s32 	%r24, %r21, 1, %r23;
+	shr.u32 	%r25, %r24, 31;
+	shr.s32 	%r26, %r24, 14;
+	add.s32 	%r27, %r26, %r25;
+	.loc	1 24 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:24:19
+	mul.lo.s32 	%r28, %r27, 18944;
+	sub.s32 	%r29, %r21, %r28;
+	.loc	1 27 35                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:35
+	mad.lo.s32 	%r30, %r27, 37888, %r29;
+	.loc	1 27 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:30
+	mul.wide.s32 	%rd6, %r30, 2;
+	add.s64 	%rd1, %rd4, %rd6;
+	mov.pred 	%p1, -1;
+	.loc	1 27 46                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:46
+	// begin inline asm
+	mov.u32 %r2, 0x0;
+	@%p1 ld.global.b32 { %r2 }, [ %rd1 + 0 ];
+	// end inline asm
+	mov.b32 	{%rs7, %rs8}, %r2;
+	.loc	1 27 55                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:55
+	// begin inline asm
+	cvt.f32.bf16 %r3, %rs7;
+	// end inline asm
+	mov.b32 	%f5, %r3;
+	// begin inline asm
+	cvt.f32.bf16 %r4, %rs8;
+	// end inline asm
+	mov.b32 	%f6, %r4;
+	.loc	1 28 43                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:43
+	add.s32 	%r32, %r30, 18944;
+	.loc	1 28 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:30
+	mul.wide.s32 	%rd7, %r32, 2;
+	add.s64 	%rd2, %rd4, %rd7;
+	.loc	1 28 54                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:54
+	// begin inline asm
+	mov.u32 %r5, 0x0;
+	@%p1 ld.global.b32 { %r5 }, [ %rd2 + 0 ];
+	// end inline asm
+	mov.b32 	{%rs9, %rs10}, %r5;
+	.loc	1 28 63                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:63
+	// begin inline asm
+	cvt.f32.bf16 %r6, %rs9;
+	// end inline asm
+	mov.b32 	%f7, %r6;
+	// begin inline asm
+	cvt.f32.bf16 %r7, %rs10;
+	// end inline asm
+	mov.b32 	%f8, %r7;
+	mov.f32 	%f9, 0f00000000;
+$L__tmp1:
+	.loc	2 47 30                         // standard.py:47:30
+	sub.f32 	%f10, %f9, %f5;
+	sub.f32 	%f11, %f9, %f6;
+	.loc	2 47 29                         // standard.py:47:29
+	mul.f32 	%f2, %f10, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f1, %f2;
+	// end inline asm
+	mul.f32 	%f4, %f11, 0f3FB8AA3B;
+	// begin inline asm
+	ex2.approx.f32 %f3, %f4;
+	// end inline asm
+	.loc	2 47 20                         // standard.py:47:20
+	add.f32 	%f12, %f1, 0f3F800000;
+	add.f32 	%f13, %f3, 0f3F800000;
+	.loc	2 47 16                         // standard.py:47:16
+	mov.b32 	%r10, %f12;
+	mov.b32 	%r9, 1065353216;
+	// begin inline asm
+	div.full.f32 %r8, %r9, %r10;
+	// end inline asm
+	mov.b32 	%f14, %r8;
+	mov.b32 	%r13, %f13;
+	// begin inline asm
+	div.full.f32 %r11, %r9, %r13;
+	// end inline asm
+	mov.b32 	%f15, %r11;
+$L__tmp2:
+	.loc	1 31 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:31:18
+	mul.f32 	%f16, %f5, %f14;
+	mul.f32 	%f17, %f6, %f15;
+	.loc	1 33 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:33:18
+	mul.f32 	%f18, %f7, %f16;
+	mul.f32 	%f19, %f8, %f17;
+	.loc	1 34 25                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:25
+	mul.wide.s32 	%rd8, %r21, 2;
+	add.s64 	%rd3, %rd5, %rd8;
+	.loc	1 34 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:36
+	mov.b32 	%r14, %f18;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs5, %r14;
+	// end inline asm
+	mov.b32 	%r15, %f19;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs6, %r15;
+	// end inline asm
+	mov.b32 	%r34, {%rs5, %rs6};
+	// begin inline asm
+	@%p1 st.global.b32 [ %rd3 + 0 ], { %r34 };
+	// end inline asm
+	.loc	1 34 4                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:4
+	ret;
+$L__tmp3:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py"
+	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 1                                   // DW_CHILDREN_yes
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 2                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 0                                   // DW_CHILDREN_no
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 32                                  // DW_AT_inline
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 3                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 1                                   // DW_CHILDREN_yes
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 4                                   // Abbreviation Code
+.b8 29                                  // DW_TAG_inlined_subroutine
+.b8 0                                   // DW_CHILDREN_no
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 88                                  // DW_AT_call_file
+.b8 11                                  // DW_FORM_data1
+.b8 89                                  // DW_AT_call_line
+.b8 11                                  // DW_FORM_data1
+.b8 87                                  // DW_AT_call_column
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 202                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0xc3 DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 117
+.b8 117
+.b8 109
+.b8 109
+.b8 104
+.b8 112
+.b8 121
+.b8 105
+.b8 112
+.b8 106
+.b8 101
+.b8 112
+.b8 122
+.b8 104
+.b8 105
+.b8 103
+.b8 112
+.b8 98
+.b8 98
+.b8 52
+.b8 54
+.b8 118
+.b8 109
+.b8 54
+.b8 106
+.b8 103
+.b8 104
+.b8 107
+.b8 54
+.b8 119
+.b8 120
+.b8 100
+.b8 110
+.b8 109
+.b8 112
+.b8 117
+.b8 119
+.b8 116
+.b8 52
+.b8 51
+.b8 101
+.b8 107
+.b8 107
+.b8 119
+.b8 102
+.b8 121
+.b8 102
+.b8 52
+.b8 50
+.b8 53
+.b8 101
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 117
+.b8 117
+.b8 0
+.b8 2                                   // Abbrev [2] 0x81:0x1e DW_TAG_subprogram
+.b8 116                                 // DW_AT_name
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 95
+.b8 112
+.b8 111
+.b8 105
+.b8 95
+.b8 102
+.b8 117
+.b8 115
+.b8 101
+.b8 100
+.b8 95
+.b8 109
+.b8 117
+.b8 108
+.b8 95
+.b8 115
+.b8 105
+.b8 108
+.b8 117
+.b8 95
+.b8 48
+.b8 0
+.b8 1                                   // DW_AT_inline
+.b8 3                                   // Abbrev [3] 0x9f:0x2e DW_TAG_subprogram
+.b64 $L__func_begin0                    // DW_AT_low_pc
+.b64 $L__func_end0                      // DW_AT_high_pc
+.b32 129                                // DW_AT_abstract_origin
+.b8 4                                   // Abbrev [4] 0xb4:0x18 DW_TAG_inlined_subroutine
+.b32 129                                // DW_AT_abstract_origin
+.b64 $L__tmp1                           // DW_AT_low_pc
+.b64 $L__tmp2                           // DW_AT_high_pc
+.b8 1                                   // DW_AT_call_file
+.b8 30                                  // DW_AT_call_line
+.b8 22                                  // DW_AT_call_column
+.b8 0                                   // End Of Children Mark
+.b8 0                                   // End Of Children Mark
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir
new file mode 100644
index 0000000..563c540
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir
@@ -0,0 +1,71 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [2], threadsPerWarp = [32], warpsPerCTA = [8], order = [0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 8 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<1.000000e+00> : tensor<512xf32, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<0.000000e+00> : tensor<512xf32, #blocked> loc(#loc1)
+    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
+    %cst_1 = arith.constant dense<18944> : tensor<512xi32, #blocked> loc(#loc1)
+    %cst_2 = arith.constant dense<37888> : tensor<512xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32, #blocked> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<512xi32, #blocked> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<512xi32, #blocked> loc(#loc5)
+    %5 = arith.remsi %4, %cst_1 : tensor<512xi32, #blocked> loc(#loc6)
+    %6 = arith.divsi %4, %cst_1 : tensor<512xi32, #blocked> loc(#loc7)
+    %7 = arith.muli %6, %cst_2 : tensor<512xi32, #blocked> loc(#loc8)
+    %8 = arith.addi %5, %7 : tensor<512xi32, #blocked> loc(#loc9)
+    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc10)
+    %10 = tt.addptr %9, %8 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc10)
+    %11 = tt.load %10 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc11)
+    %12 = arith.extf %11 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc12)
+    %13 = arith.addi %5, %cst_1 : tensor<512xi32, #blocked> loc(#loc13)
+    %14 = arith.addi %13, %7 : tensor<512xi32, #blocked> loc(#loc14)
+    %15 = tt.addptr %9, %14 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc15)
+    %16 = tt.load %15 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc16)
+    %17 = arith.extf %16 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc17)
+    %18 = arith.subf %cst_0, %12 : tensor<512xf32, #blocked> loc(#loc28)
+    %19 = math.exp %18 : tensor<512xf32, #blocked> loc(#loc29)
+    %20 = arith.addf %19, %cst : tensor<512xf32, #blocked> loc(#loc30)
+    %21 = arith.divf %cst, %20 : tensor<512xf32, #blocked> loc(#loc31)
+    %22 = arith.mulf %12, %21 : tensor<512xf32, #blocked> loc(#loc23)
+    %23 = arith.mulf %22, %17 : tensor<512xf32, #blocked> loc(#loc24)
+    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc25)
+    %25 = tt.addptr %24, %4 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc25)
+    %26 = arith.truncf %23 : tensor<512xf32, #blocked> to tensor<512xbf16, #blocked> loc(#loc26)
+    tt.store %25, %26 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc26)
+    tt.return loc(#loc27)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
+#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
+#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
+#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
+#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
+#loc28 = loc(callsite(#loc18 at #loc19))
+#loc29 = loc(callsite(#loc20 at #loc19))
+#loc30 = loc(callsite(#loc21 at #loc19))
+#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir
new file mode 100644
index 0000000..9937848
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir
@@ -0,0 +1,70 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
+module {
+  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<0.000000e+00> : tensor<512xf32> loc(#loc1)
+    %cst_0 = arith.constant dense<1.000000e+00> : tensor<512xf32> loc(#loc1)
+    %cst_1 = arith.constant dense<37888> : tensor<512xi32> loc(#loc1)
+    %cst_2 = arith.constant dense<18944> : tensor<512xi32> loc(#loc1)
+    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<512xi32> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<512xi32> loc(#loc5)
+    %5 = arith.remsi %4, %cst_2 : tensor<512xi32> loc(#loc6)
+    %6 = arith.divsi %4, %cst_2 : tensor<512xi32> loc(#loc7)
+    %7 = arith.muli %6, %cst_1 : tensor<512xi32> loc(#loc8)
+    %8 = arith.addi %5, %7 : tensor<512xi32> loc(#loc9)
+    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc10)
+    %10 = tt.addptr %9, %8 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc10)
+    %11 = tt.load %10 : tensor<512x!tt.ptr<bf16>> loc(#loc11)
+    %12 = arith.extf %11 : tensor<512xbf16> to tensor<512xf32> loc(#loc12)
+    %13 = arith.addi %5, %cst_2 : tensor<512xi32> loc(#loc13)
+    %14 = arith.addi %13, %7 : tensor<512xi32> loc(#loc14)
+    %15 = tt.addptr %9, %14 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc15)
+    %16 = tt.load %15 : tensor<512x!tt.ptr<bf16>> loc(#loc16)
+    %17 = arith.extf %16 : tensor<512xbf16> to tensor<512xf32> loc(#loc17)
+    %18 = arith.subf %cst, %12 : tensor<512xf32> loc(#loc28)
+    %19 = math.exp %18 : tensor<512xf32> loc(#loc29)
+    %20 = arith.addf %19, %cst_0 : tensor<512xf32> loc(#loc30)
+    %21 = arith.divf %cst_0, %20 : tensor<512xf32> loc(#loc31)
+    %22 = arith.mulf %12, %21 : tensor<512xf32> loc(#loc23)
+    %23 = arith.mulf %22, %17 : tensor<512xf32> loc(#loc24)
+    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc25)
+    %25 = tt.addptr %24, %4 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc25)
+    %26 = arith.truncf %23 : tensor<512xf32> to tensor<512xbf16> loc(#loc26)
+    tt.store %25, %26 : tensor<512x!tt.ptr<bf16>> loc(#loc26)
+    tt.return loc(#loc27)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
+#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
+#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
+#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
+#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
+#loc28 = loc(callsite(#loc18 at #loc19))
+#loc29 = loc(callsite(#loc20 at #loc19))
+#loc30 = loc(callsite(#loc21 at #loc19))
+#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
new file mode 100644
index 0000000..173d2c6
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
@@ -0,0 +1 @@
+{"child_paths": {"triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.cubin": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.cubin", "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json"}}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.cubin b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.cubin
new file mode 100644
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HcmV?d00001

diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
new file mode 100644
index 0000000..50d581e
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
@@ -0,0 +1 @@
+{"hash": "5c92e1e9b56b8b976fbca9eb26ec5bfd2404351690c8c883597fada1d1d7e0d2", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 16, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 64, "name": "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
new file mode 100644
index 0000000..1bc91a0
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
@@ -0,0 +1,430 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+@global_smem = external addrspace(3) global [0 x i8], align 16
+@.str = private unnamed_addr constant [11 x i8] c"__CUDA_FTZ\00", align 1
+
+define void @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, ptr addrspace(1) %4, i32 %5, i32 %6) local_unnamed_addr !dbg !7 {
+__nv_rsqrtf.exit:
+  %7 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #5, !dbg !10
+  %8 = icmp slt i32 %7, 64, !dbg !11
+  %9 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
+  %10 = and i32 %9, 31, !dbg !12
+  %11 = shl i32 %9, 2, !dbg !12
+  %12 = and i32 %11, 2044, !dbg !12
+  %13 = mul i32 %7, 3584, !dbg !13
+  %14 = zext nneg i32 %12 to i64, !dbg !14
+  %15 = add i32 %12, %13, !dbg !15
+  %16 = sext i32 %15 to i64, !dbg !16
+  %17 = getelementptr bfloat, ptr addrspace(1) %0, i64 %16, !dbg !16
+  %18 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %17, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !17
+  %19 = extractvalue { i32, i32 } %18, 0, !dbg !17
+  %20 = bitcast i32 %19 to <2 x bfloat>, !dbg !17
+  %21 = extractvalue { i32, i32 } %18, 1, !dbg !17
+  %22 = bitcast i32 %21 to <2 x bfloat>, !dbg !17
+  %23 = extractelement <2 x bfloat> %20, i64 0, !dbg !17
+  %24 = extractelement <2 x bfloat> %20, i64 1, !dbg !17
+  %25 = extractelement <2 x bfloat> %22, i64 0, !dbg !17
+  %26 = extractelement <2 x bfloat> %22, i64 1, !dbg !17
+  %27 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #5, !dbg !18
+  %28 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %24) #5, !dbg !18
+  %29 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %25) #5, !dbg !18
+  %30 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %26) #5, !dbg !18
+  %31 = getelementptr bfloat, ptr addrspace(1) %1, i64 %16, !dbg !19
+  %32 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %31, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !20
+  %33 = extractvalue { i32, i32 } %32, 0, !dbg !20
+  %34 = bitcast i32 %33 to <2 x bfloat>, !dbg !20
+  %35 = extractvalue { i32, i32 } %32, 1, !dbg !20
+  %36 = bitcast i32 %35 to <2 x bfloat>, !dbg !20
+  %37 = extractelement <2 x bfloat> %34, i64 0, !dbg !20
+  %38 = extractelement <2 x bfloat> %34, i64 1, !dbg !20
+  %39 = extractelement <2 x bfloat> %36, i64 0, !dbg !20
+  %40 = extractelement <2 x bfloat> %36, i64 1, !dbg !20
+  %41 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %37) #5, !dbg !21
+  %42 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %38) #5, !dbg !21
+  %43 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %39) #5, !dbg !21
+  %44 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %40) #5, !dbg !21
+  %45 = fadd float %29, %43, !dbg !22
+  %46 = fadd float %30, %44, !dbg !22
+  %47 = fmul float %45, %45, !dbg !23
+  %48 = fmul float %46, %46, !dbg !23
+  %49 = select i1 %8, float %47, float 0.000000e+00, !dbg !24
+  %50 = select i1 %8, float %48, float 0.000000e+00, !dbg !24
+  %51 = or disjoint i64 %14, 2048, !dbg !25
+  %52 = icmp samesign ult i64 %51, 3584, !dbg !26
+  %53 = trunc nuw nsw i64 %51 to i32, !dbg !15
+  %54 = add i32 %13, %53, !dbg !15
+  %55 = sext i32 %54 to i64, !dbg !16
+  %56 = getelementptr bfloat, ptr addrspace(1) %0, i64 %55, !dbg !16
+  %57 = and i1 %8, %52, !dbg !27
+  %58 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %56, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !17
+  %59 = extractvalue { i32, i32 } %58, 0, !dbg !17
+  %60 = bitcast i32 %59 to <2 x bfloat>, !dbg !17
+  %61 = extractvalue { i32, i32 } %58, 1, !dbg !17
+  %62 = bitcast i32 %61 to <2 x bfloat>, !dbg !17
+  %63 = extractelement <2 x bfloat> %60, i64 0, !dbg !17
+  %64 = extractelement <2 x bfloat> %60, i64 1, !dbg !17
+  %65 = extractelement <2 x bfloat> %62, i64 0, !dbg !17
+  %66 = extractelement <2 x bfloat> %62, i64 1, !dbg !17
+  %67 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %63) #5, !dbg !18
+  %68 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %64) #5, !dbg !18
+  %69 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %65) #5, !dbg !18
+  %70 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %66) #5, !dbg !18
+  %71 = getelementptr bfloat, ptr addrspace(1) %1, i64 %55, !dbg !19
+  %72 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %71, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !20
+  %73 = extractvalue { i32, i32 } %72, 0, !dbg !20
+  %74 = bitcast i32 %73 to <2 x bfloat>, !dbg !20
+  %75 = extractvalue { i32, i32 } %72, 1, !dbg !20
+  %76 = bitcast i32 %75 to <2 x bfloat>, !dbg !20
+  %77 = extractelement <2 x bfloat> %74, i64 0, !dbg !20
+  %78 = extractelement <2 x bfloat> %74, i64 1, !dbg !20
+  %79 = extractelement <2 x bfloat> %76, i64 0, !dbg !20
+  %80 = extractelement <2 x bfloat> %76, i64 1, !dbg !20
+  %81 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %77) #5, !dbg !21
+  %82 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %78) #5, !dbg !21
+  %83 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %79) #5, !dbg !21
+  %84 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %80) #5, !dbg !21
+  %85 = fadd float %69, %83, !dbg !22
+  %86 = fadd float %70, %84, !dbg !22
+  %87 = fmul float %85, %85, !dbg !23
+  %88 = fmul float %86, %86, !dbg !23
+  %89 = fadd float %49, %87, !dbg !28
+  %90 = fadd float %50, %88, !dbg !28
+  %91 = insertelement <2 x float> poison, float %27, i64 0, !dbg !22
+  %92 = insertelement <2 x float> %91, float %28, i64 1, !dbg !22
+  %93 = insertelement <2 x float> poison, float %41, i64 0, !dbg !22
+  %94 = insertelement <2 x float> %93, float %42, i64 1, !dbg !22
+  %95 = fadd <2 x float> %92, %94, !dbg !22
+  %96 = fmul <2 x float> %95, %95, !dbg !23
+  %97 = insertelement <2 x i1> poison, i1 %8, i64 0, !dbg !24
+  %98 = shufflevector <2 x i1> %97, <2 x i1> poison, <2 x i32> zeroinitializer, !dbg !24
+  %99 = select <2 x i1> %98, <2 x float> %96, <2 x float> zeroinitializer, !dbg !24
+  %100 = insertelement <2 x float> poison, float %67, i64 0, !dbg !22
+  %101 = insertelement <2 x float> %100, float %68, i64 1, !dbg !22
+  %102 = insertelement <2 x float> poison, float %81, i64 0, !dbg !22
+  %103 = insertelement <2 x float> %102, float %82, i64 1, !dbg !22
+  %104 = fadd <2 x float> %101, %103, !dbg !22
+  %105 = fmul <2 x float> %104, %104, !dbg !23
+  %106 = fadd <2 x float> %99, %105, !dbg !28
+  %107 = insertelement <2 x i1> poison, i1 %57, i64 0, !dbg !24
+  %108 = shufflevector <2 x i1> %107, <2 x i1> poison, <2 x i32> zeroinitializer, !dbg !24
+  %109 = select <2 x i1> %108, <2 x float> %106, <2 x float> %99, !dbg !24
+  %110 = select i1 %57, float %89, float %49, !dbg !24
+  %111 = select i1 %57, float %90, float %50, !dbg !24
+  %112 = lshr i32 %9, 5, !dbg !12
+  %shift = shufflevector <2 x float> %109, <2 x float> poison, <2 x i32> <i32 1, i32 poison>, !dbg !29
+  %113 = fadd <2 x float> %109, %shift, !dbg !29
+  %114 = extractelement <2 x float> %113, i64 0, !dbg !29
+  %115 = fadd float %110, %114, !dbg !29
+  %116 = fadd float %111, %115, !dbg !29
+  %117 = bitcast float %116 to i32, !dbg !34
+  %118 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %117, i32 16, i32 31), !dbg !34
+  %119 = bitcast i32 %118 to float, !dbg !34
+  %120 = fadd float %116, %119, !dbg !29
+  %121 = bitcast float %120 to i32, !dbg !34
+  %122 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %121, i32 8, i32 31), !dbg !34
+  %123 = bitcast i32 %122 to float, !dbg !34
+  %124 = fadd float %120, %123, !dbg !29
+  %125 = bitcast float %124 to i32, !dbg !34
+  %126 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %125, i32 4, i32 31), !dbg !34
+  %127 = bitcast i32 %126 to float, !dbg !34
+  %128 = fadd float %124, %127, !dbg !29
+  %129 = bitcast float %128 to i32, !dbg !34
+  %130 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %129, i32 2, i32 31), !dbg !34
+  %131 = bitcast i32 %130 to float, !dbg !34
+  %132 = fadd float %128, %131, !dbg !29
+  %133 = bitcast float %132 to i32, !dbg !34
+  %134 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %133, i32 1, i32 31), !dbg !34
+  %135 = bitcast i32 %134 to float, !dbg !34
+  %136 = fadd float %132, %135, !dbg !29
+  %137 = icmp eq i32 %10, 0, !dbg !34
+  %138 = and i32 %112, 15, !dbg !34
+  %139 = zext nneg i32 %138 to i64, !dbg !34
+  %140 = getelementptr float, ptr addrspace(3) @global_smem, i64 %139, !dbg !34
+  %141 = bitcast float %136 to <1 x i32>, !dbg !34
+  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %140, <1 x i32> %141, i1 %137) #5, !dbg !34
+  tail call void @llvm.nvvm.barrier0(), !dbg !34
+  %142 = icmp slt i32 %9, 16, !dbg !34
+  %143 = sext i32 %9 to i64, !dbg !34
+  %144 = getelementptr float, ptr addrspace(3) @global_smem, i64 %143, !dbg !34
+  %145 = tail call i32 asm sideeffect "@$2 ld.shared.b32 $0, [ $1 + 0 ];", "=r,r,b"(ptr addrspace(3) %144, i1 %142) #5, !dbg !34
+  %146 = bitcast i32 %145 to float, !dbg !34
+  %147 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %145, i32 8, i32 31), !dbg !34
+  %148 = bitcast i32 %147 to float, !dbg !34
+  %149 = fadd float %146, %148, !dbg !29
+  %150 = bitcast float %149 to i32, !dbg !34
+  %151 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %150, i32 4, i32 31), !dbg !34
+  %152 = bitcast i32 %151 to float, !dbg !34
+  %153 = fadd float %149, %152, !dbg !29
+  %154 = bitcast float %153 to i32, !dbg !34
+  %155 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %154, i32 2, i32 31), !dbg !34
+  %156 = bitcast i32 %155 to float, !dbg !34
+  %157 = fadd float %153, %156, !dbg !29
+  %158 = bitcast float %157 to i32, !dbg !34
+  %159 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %158, i32 1, i32 31), !dbg !34
+  %160 = bitcast i32 %159 to float, !dbg !34
+  %161 = fadd float %157, %160, !dbg !29
+  %162 = and i32 %9, 15, !dbg !34
+  %163 = icmp eq i32 %162, 0, !dbg !34
+  %164 = and i1 %142, %163, !dbg !34
+  %165 = bitcast float %161 to <1 x i32>, !dbg !34
+  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %144, <1 x i32> %165, i1 %164) #5, !dbg !34
+  tail call void @llvm.nvvm.barrier0(), !dbg !34
+  %166 = load float, ptr addrspace(3) @global_smem, align 16, !dbg !34
+  %167 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float %166, float 3.584000e+03) #5, !dbg !35
+  %168 = fadd float %167, 0x3EB0C6F7A0000000, !dbg !36
+  %169 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
+  %170 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
+  %171 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
+  %172 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
+  %.not.i8 = icmp eq i32 %172, 0, !dbg !37
+  br i1 %.not.i8, label %175, label %173, !dbg !37
+
+173:                                              ; preds = %__nv_rsqrtf.exit
+  %174 = tail call float @llvm.nvvm.rsqrt.approx.ftz.f(float %168), !dbg !37
+  br label %__nv_rsqrtf.exit10, !dbg !37
+
+175:                                              ; preds = %__nv_rsqrtf.exit
+  %176 = tail call float @llvm.nvvm.rsqrt.approx.f(float %168), !dbg !37
+  br label %__nv_rsqrtf.exit10, !dbg !37
+
+__nv_rsqrtf.exit10:                               ; preds = %173, %175
+  %.0.i9 = phi float [ %174, %173 ], [ %176, %175 ], !dbg !37
+  %177 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %17, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !38
+  %178 = extractvalue { i32, i32 } %177, 0, !dbg !38
+  %179 = bitcast i32 %178 to <2 x bfloat>, !dbg !38
+  %180 = extractvalue { i32, i32 } %177, 1, !dbg !38
+  %181 = bitcast i32 %180 to <2 x bfloat>, !dbg !38
+  %182 = extractelement <2 x bfloat> %179, i64 0, !dbg !38
+  %183 = extractelement <2 x bfloat> %179, i64 1, !dbg !38
+  %184 = extractelement <2 x bfloat> %181, i64 0, !dbg !38
+  %185 = extractelement <2 x bfloat> %181, i64 1, !dbg !38
+  %186 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %182) #5, !dbg !39
+  %187 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %183) #5, !dbg !39
+  %188 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %184) #5, !dbg !39
+  %189 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %185) #5, !dbg !39
+  %190 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %31, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !40
+  %191 = extractvalue { i32, i32 } %190, 0, !dbg !40
+  %192 = bitcast i32 %191 to <2 x bfloat>, !dbg !40
+  %193 = extractvalue { i32, i32 } %190, 1, !dbg !40
+  %194 = bitcast i32 %193 to <2 x bfloat>, !dbg !40
+  %195 = extractelement <2 x bfloat> %192, i64 0, !dbg !40
+  %196 = extractelement <2 x bfloat> %192, i64 1, !dbg !40
+  %197 = extractelement <2 x bfloat> %194, i64 0, !dbg !40
+  %198 = extractelement <2 x bfloat> %194, i64 1, !dbg !40
+  %199 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %195) #5, !dbg !41
+  %200 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %196) #5, !dbg !41
+  %201 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %197) #5, !dbg !41
+  %202 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %198) #5, !dbg !41
+  %203 = getelementptr bfloat, ptr addrspace(1) %2, i64 %14, !dbg !42
+  %204 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %203, i1 true, i32 0, i1 true, i32 0, i1 true) #5, !dbg !43
+  %205 = extractvalue { i32, i32 } %204, 0, !dbg !43
+  %206 = bitcast i32 %205 to <2 x bfloat>, !dbg !43
+  %207 = extractvalue { i32, i32 } %204, 1, !dbg !43
+  %208 = bitcast i32 %207 to <2 x bfloat>, !dbg !43
+  %209 = extractelement <2 x bfloat> %206, i64 0, !dbg !43
+  %210 = extractelement <2 x bfloat> %206, i64 1, !dbg !43
+  %211 = extractelement <2 x bfloat> %208, i64 0, !dbg !43
+  %212 = extractelement <2 x bfloat> %208, i64 1, !dbg !43
+  %213 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %209) #5, !dbg !44
+  %214 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %210) #5, !dbg !44
+  %215 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %211) #5, !dbg !44
+  %216 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %212) #5, !dbg !44
+  %217 = fadd float %186, %199, !dbg !45
+  %218 = fadd float %187, %200, !dbg !45
+  %219 = fadd float %188, %201, !dbg !45
+  %220 = fadd float %189, %202, !dbg !45
+  %221 = fmul float %.0.i9, %217, !dbg !46
+  %222 = fmul float %.0.i9, %218, !dbg !46
+  %223 = fmul float %.0.i9, %219, !dbg !46
+  %224 = fmul float %.0.i9, %220, !dbg !46
+  %225 = fmul float %221, %213, !dbg !47
+  %226 = fmul float %222, %214, !dbg !47
+  %227 = fmul float %223, %215, !dbg !47
+  %228 = fmul float %224, %216, !dbg !47
+  %229 = getelementptr bfloat, ptr addrspace(1) %3, i64 %16, !dbg !48
+  %230 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %225) #5, !dbg !49
+  %231 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %226) #5, !dbg !49
+  %232 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %227) #5, !dbg !49
+  %233 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %228) #5, !dbg !49
+  %234 = insertelement <2 x bfloat> poison, bfloat %230, i64 0, !dbg !49
+  %235 = insertelement <2 x bfloat> %234, bfloat %231, i64 1, !dbg !49
+  %236 = bitcast <2 x bfloat> %235 to i32, !dbg !49
+  %237 = insertelement <2 x bfloat> poison, bfloat %232, i64 0, !dbg !49
+  %238 = insertelement <2 x bfloat> %237, bfloat %233, i64 1, !dbg !49
+  %239 = bitcast <2 x bfloat> %238 to i32, !dbg !49
+  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %236, i32 %239, ptr addrspace(1) %229, i1 %8) #5, !dbg !49
+  %240 = getelementptr bfloat, ptr addrspace(1) %4, i64 %16, !dbg !50
+  %241 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %217) #5, !dbg !51
+  %242 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %218) #5, !dbg !51
+  %243 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %219) #5, !dbg !51
+  %244 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %220) #5, !dbg !51
+  %245 = insertelement <2 x bfloat> poison, bfloat %241, i64 0, !dbg !51
+  %246 = insertelement <2 x bfloat> %245, bfloat %242, i64 1, !dbg !51
+  %247 = bitcast <2 x bfloat> %246 to i32, !dbg !51
+  %248 = insertelement <2 x bfloat> poison, bfloat %243, i64 0, !dbg !51
+  %249 = insertelement <2 x bfloat> %248, bfloat %244, i64 1, !dbg !51
+  %250 = bitcast <2 x bfloat> %249 to i32, !dbg !51
+  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %247, i32 %250, ptr addrspace(1) %240, i1 %8) #5, !dbg !51
+  %251 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %56, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !38
+  %252 = extractvalue { i32, i32 } %251, 0, !dbg !38
+  %253 = bitcast i32 %252 to <2 x bfloat>, !dbg !38
+  %254 = extractvalue { i32, i32 } %251, 1, !dbg !38
+  %255 = bitcast i32 %254 to <2 x bfloat>, !dbg !38
+  %256 = extractelement <2 x bfloat> %253, i64 0, !dbg !38
+  %257 = extractelement <2 x bfloat> %253, i64 1, !dbg !38
+  %258 = extractelement <2 x bfloat> %255, i64 0, !dbg !38
+  %259 = extractelement <2 x bfloat> %255, i64 1, !dbg !38
+  %260 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %256) #5, !dbg !39
+  %261 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %257) #5, !dbg !39
+  %262 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %258) #5, !dbg !39
+  %263 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %259) #5, !dbg !39
+  %264 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %71, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !40
+  %265 = extractvalue { i32, i32 } %264, 0, !dbg !40
+  %266 = bitcast i32 %265 to <2 x bfloat>, !dbg !40
+  %267 = extractvalue { i32, i32 } %264, 1, !dbg !40
+  %268 = bitcast i32 %267 to <2 x bfloat>, !dbg !40
+  %269 = extractelement <2 x bfloat> %266, i64 0, !dbg !40
+  %270 = extractelement <2 x bfloat> %266, i64 1, !dbg !40
+  %271 = extractelement <2 x bfloat> %268, i64 0, !dbg !40
+  %272 = extractelement <2 x bfloat> %268, i64 1, !dbg !40
+  %273 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %269) #5, !dbg !41
+  %274 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %270) #5, !dbg !41
+  %275 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %271) #5, !dbg !41
+  %276 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %272) #5, !dbg !41
+  %277 = getelementptr bfloat, ptr addrspace(1) %2, i64 %51, !dbg !42
+  %278 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %277, i1 %52, i32 0, i1 %52, i32 0, i1 %52) #5, !dbg !43
+  %279 = extractvalue { i32, i32 } %278, 0, !dbg !43
+  %280 = bitcast i32 %279 to <2 x bfloat>, !dbg !43
+  %281 = extractvalue { i32, i32 } %278, 1, !dbg !43
+  %282 = bitcast i32 %281 to <2 x bfloat>, !dbg !43
+  %283 = extractelement <2 x bfloat> %280, i64 0, !dbg !43
+  %284 = extractelement <2 x bfloat> %280, i64 1, !dbg !43
+  %285 = extractelement <2 x bfloat> %282, i64 0, !dbg !43
+  %286 = extractelement <2 x bfloat> %282, i64 1, !dbg !43
+  %287 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %283) #5, !dbg !44
+  %288 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %284) #5, !dbg !44
+  %289 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %285) #5, !dbg !44
+  %290 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %286) #5, !dbg !44
+  %291 = fadd float %260, %273, !dbg !45
+  %292 = fadd float %261, %274, !dbg !45
+  %293 = fadd float %262, %275, !dbg !45
+  %294 = fadd float %263, %276, !dbg !45
+  %295 = fmul float %.0.i9, %291, !dbg !46
+  %296 = fmul float %.0.i9, %292, !dbg !46
+  %297 = fmul float %.0.i9, %293, !dbg !46
+  %298 = fmul float %.0.i9, %294, !dbg !46
+  %299 = fmul float %295, %287, !dbg !47
+  %300 = fmul float %296, %288, !dbg !47
+  %301 = fmul float %297, %289, !dbg !47
+  %302 = fmul float %298, %290, !dbg !47
+  %303 = getelementptr bfloat, ptr addrspace(1) %3, i64 %55, !dbg !48
+  %304 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %299) #5, !dbg !49
+  %305 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %300) #5, !dbg !49
+  %306 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %301) #5, !dbg !49
+  %307 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %302) #5, !dbg !49
+  %308 = insertelement <2 x bfloat> poison, bfloat %304, i64 0, !dbg !49
+  %309 = insertelement <2 x bfloat> %308, bfloat %305, i64 1, !dbg !49
+  %310 = bitcast <2 x bfloat> %309 to i32, !dbg !49
+  %311 = insertelement <2 x bfloat> poison, bfloat %306, i64 0, !dbg !49
+  %312 = insertelement <2 x bfloat> %311, bfloat %307, i64 1, !dbg !49
+  %313 = bitcast <2 x bfloat> %312 to i32, !dbg !49
+  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %310, i32 %313, ptr addrspace(1) %303, i1 %57) #5, !dbg !49
+  %314 = getelementptr bfloat, ptr addrspace(1) %4, i64 %55, !dbg !50
+  %315 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %291) #5, !dbg !51
+  %316 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %292) #5, !dbg !51
+  %317 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %293) #5, !dbg !51
+  %318 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %294) #5, !dbg !51
+  %319 = insertelement <2 x bfloat> poison, bfloat %315, i64 0, !dbg !51
+  %320 = insertelement <2 x bfloat> %319, bfloat %316, i64 1, !dbg !51
+  %321 = bitcast <2 x bfloat> %320 to i32, !dbg !51
+  %322 = insertelement <2 x bfloat> poison, bfloat %317, i64 0, !dbg !51
+  %323 = insertelement <2 x bfloat> %322, bfloat %318, i64 1, !dbg !51
+  %324 = bitcast <2 x bfloat> %323 to i32, !dbg !51
+  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %321, i32 %324, ptr addrspace(1) %314, i1 %57) #5, !dbg !51
+  ret void, !dbg !52
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
+
+; Function Attrs: convergent nocallback nounwind memory(inaccessiblemem: readwrite)
+declare i32 @llvm.nvvm.shfl.sync.bfly.i32(i32, i32, i32, i32) #1
+
+; Function Attrs: convergent nocallback nounwind
+declare void @llvm.nvvm.barrier0() #2
+
+declare i32 @__nvvm_reflect(ptr) local_unnamed_addr #3
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
+declare float @llvm.nvvm.rsqrt.approx.ftz.f(float) #4
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
+declare float @llvm.nvvm.rsqrt.approx.f(float) #4
+
+attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #1 = { convergent nocallback nounwind memory(inaccessiblemem: readwrite) }
+attributes #2 = { convergent nocallback nounwind }
+attributes #3 = { "disable-tail-calls"="false" "frame-pointer"="all" "less-precise-fpmad"="false" "no-infs-fp-math"="false" "no-nans-fp-math"="false" "stack-protector-buffer-size"="8" "unsafe-fp-math"="false" "use-soft-float"="false" }
+attributes #4 = { mustprogress nocallback nofree nosync nounwind willreturn memory(none) }
+attributes #5 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n")
+!4 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"kernel", i32 1}
+!5 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"reqntidx", i32 512}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = distinct !DISubprogram(name: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", linkageName: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
+!9 = !{}
+!10 = !DILocation(line: 22, column: 28, scope: !7)
+!11 = !DILocation(line: 24, column: 21, scope: !7)
+!12 = !DILocation(line: 25, column: 33, scope: !7)
+!13 = !DILocation(line: 32, column: 44, scope: !7)
+!14 = !DILocation(line: 28, column: 36, scope: !7)
+!15 = !DILocation(line: 32, column: 39, scope: !7)
+!16 = !DILocation(line: 32, column: 34, scope: !7)
+!17 = !DILocation(line: 32, column: 49, scope: !7)
+!18 = !DILocation(line: 32, column: 108, scope: !7)
+!19 = !DILocation(line: 33, column: 34, scope: !7)
+!20 = !DILocation(line: 33, column: 49, scope: !7)
+!21 = !DILocation(line: 33, column: 108, scope: !7)
+!22 = !DILocation(line: 36, column: 22, scope: !7)
+!23 = !DILocation(line: 37, column: 22, scope: !7)
+!24 = !DILocation(line: 40, column: 46, scope: !7)
+!25 = !DILocation(line: 29, column: 27, scope: !7)
+!26 = !DILocation(line: 30, column: 25, scope: !7)
+!27 = !DILocation(line: 32, column: 57, scope: !7)
+!28 = !DILocation(line: 39, column: 23, scope: !7)
+!29 = !DILocation(line: 256, column: 15, scope: !30, inlinedAt: !33)
+!30 = distinct !DILexicalBlockFile(scope: !32, file: !31, discriminator: 0)
+!31 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
+!32 = distinct !DILexicalBlockFile(scope: !7, file: !31, discriminator: 0)
+!33 = !DILocation(line: 41, column: 25, scope: !7)
+!34 = !DILocation(line: 267, column: 36, scope: !32, inlinedAt: !33)
+!35 = !DILocation(line: 53, column: 23, scope: !7)
+!36 = !DILocation(line: 55, column: 24, scope: !7)
+!37 = !DILocation(line: 56, column: 32, scope: !7)
+!38 = !DILocation(line: 46, column: 49, scope: !7)
+!39 = !DILocation(line: 46, column: 109, scope: !7)
+!40 = !DILocation(line: 47, column: 50, scope: !7)
+!41 = !DILocation(line: 47, column: 110, scope: !7)
+!42 = !DILocation(line: 48, column: 35, scope: !7)
+!43 = !DILocation(line: 48, column: 40, scope: !7)
+!44 = !DILocation(line: 48, column: 91, scope: !7)
+!45 = !DILocation(line: 51, column: 24, scope: !7)
+!46 = !DILocation(line: 57, column: 24, scope: !7)
+!47 = !DILocation(line: 59, column: 24, scope: !7)
+!48 = !DILocation(line: 61, column: 29, scope: !7)
+!49 = !DILocation(line: 61, column: 51, scope: !7)
+!50 = !DILocation(line: 62, column: 29, scope: !7)
+!51 = !DILocation(line: 62, column: 51, scope: !7)
+!52 = !DILocation(line: 42, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
new file mode 100644
index 0000000..05bc023
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
@@ -0,0 +1,862 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 // -- Begin function triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
+.extern .shared .align 16 .b8 global_smem[];
+.global .align 1 .b8 _$_str[11] = {95, 95, 67, 85, 68, 65, 95, 70, 84, 90};
+                                        // @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
+.visible .entry triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0,
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1,
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2,
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_3,
+	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_4,
+	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_5,
+	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_6
+)
+.reqntid 512, 1, 1
+{
+	.reg .pred 	%p<39>;
+	.reg .b16 	%rs<113>;
+	.reg .b32 	%r<172>;
+	.reg .f32 	%f<114>;
+	.reg .b64 	%rd<25>;
+	.loc	1 19 0                          // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:19:0
+
+// %bb.0:                               // %__nv_rsqrtf.exit
+	ld.param.u64 	%rd15, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0];
+	ld.param.u64 	%rd16, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1];
+$L__tmp0:
+	.loc	1 22 28                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:22:28
+	// begin inline asm
+	mov.u32 %r1, %ctaid.x;
+	// end inline asm
+	.loc	1 24 21                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:24:21
+	setp.lt.s32 	%p1, %r1, 64;
+	ld.param.u64 	%rd17, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2];
+	ld.param.u64 	%rd18, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_3];
+	.loc	1 25 33                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:25:33
+	mov.u32 	%r115, %tid.x;
+	and.b32  	%r116, %r115, 31;
+	ld.param.u64 	%rd19, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_4];
+	shl.b32 	%r117, %r115, 2;
+	and.b32  	%r118, %r117, 2044;
+	.loc	1 32 44                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:44
+	mul.lo.s32 	%r119, %r1, 3584;
+	.loc	1 28 36                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:28:36
+	cvt.u64.u32 	%rd20, %r118;
+	.loc	1 32 39                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:39
+	add.s32 	%r120, %r118, %r119;
+	.loc	1 32 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:34
+	mul.wide.s32 	%rd21, %r120, 2;
+	add.s64 	%rd1, %rd15, %rd21;
+	mov.b32 	%r4, 0;
+	.loc	1 32 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:49
+	// begin inline asm
+	mov.u32 %r2, 0x0;
+	mov.u32 %r3, 0x0;
+	@%p1 ld.global.L1::evict_last.v2.b32 { %r2, %r3 }, [ %rd1 + 0 ];
+	@!%p1 mov.u32 %r2, %r4;
+	@!%p1 mov.u32 %r3, %r4;
+	// end inline asm
+	mov.b32 	{%rs57, %rs58}, %r2;
+	mov.b32 	{%rs59, %rs60}, %r3;
+	.loc	1 32 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:108
+	// begin inline asm
+	cvt.f32.bf16 %r6, %rs57;
+	// end inline asm
+	mov.b32 	%f1, %r6;
+	// begin inline asm
+	cvt.f32.bf16 %r7, %rs58;
+	// end inline asm
+	mov.b32 	%f2, %r7;
+	// begin inline asm
+	cvt.f32.bf16 %r8, %rs59;
+	// end inline asm
+	mov.b32 	%f3, %r8;
+	// begin inline asm
+	cvt.f32.bf16 %r9, %rs60;
+	// end inline asm
+	mov.b32 	%f4, %r9;
+	.loc	1 33 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:34
+	add.s64 	%rd2, %rd16, %rd21;
+	.loc	1 33 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:49
+	// begin inline asm
+	mov.u32 %r10, 0x0;
+	mov.u32 %r11, 0x0;
+	@%p1 ld.global.L1::evict_last.v2.b32 { %r10, %r11 }, [ %rd2 + 0 ];
+	@!%p1 mov.u32 %r10, %r4;
+	@!%p1 mov.u32 %r11, %r4;
+	// end inline asm
+	mov.b32 	{%rs61, %rs62}, %r10;
+	mov.b32 	{%rs63, %rs64}, %r11;
+	.loc	1 33 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:108
+	// begin inline asm
+	cvt.f32.bf16 %r14, %rs61;
+	// end inline asm
+	mov.b32 	%f5, %r14;
+	// begin inline asm
+	cvt.f32.bf16 %r15, %rs62;
+	// end inline asm
+	mov.b32 	%f6, %r15;
+	// begin inline asm
+	cvt.f32.bf16 %r16, %rs63;
+	// end inline asm
+	mov.b32 	%f7, %r16;
+	// begin inline asm
+	cvt.f32.bf16 %r17, %rs64;
+	// end inline asm
+	mov.b32 	%f8, %r17;
+	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
+	add.f32 	%f9, %f3, %f7;
+	add.f32 	%f10, %f4, %f8;
+	.loc	1 37 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:37:22
+	mul.f32 	%f11, %f9, %f9;
+	mul.f32 	%f12, %f10, %f10;
+	.loc	1 40 46                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:40:46
+	selp.f32 	%f13, %f11, 0f00000000, %p1;
+	selp.f32 	%f14, %f12, 0f00000000, %p1;
+	.loc	1 29 27                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:29:27
+	or.b64  	%rd22, %rd20, 2048;
+	.loc	1 30 25                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:30:25
+	setp.lt.u64 	%p33, %rd22, 3584;
+	.loc	1 32 39                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:39
+	cvt.u32.u64 	%r125, %rd22;
+	add.s32 	%r126, %r119, %r125;
+	.loc	1 32 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:34
+	mul.wide.s32 	%rd23, %r126, 2;
+	add.s64 	%rd3, %rd15, %rd23;
+	.loc	1 32 57                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:57
+	and.pred  	%p7, %p1, %p33;
+	.loc	1 32 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:49
+	// begin inline asm
+	mov.u32 %r18, 0x0;
+	mov.u32 %r19, 0x0;
+	@%p7 ld.global.L1::evict_last.v2.b32 { %r18, %r19 }, [ %rd3 + 0 ];
+	@!%p7 mov.u32 %r18, %r4;
+	@!%p7 mov.u32 %r19, %r4;
+	// end inline asm
+	mov.b32 	{%rs65, %rs66}, %r18;
+	mov.b32 	{%rs67, %rs68}, %r19;
+	.loc	1 32 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:108
+	// begin inline asm
+	cvt.f32.bf16 %r22, %rs65;
+	// end inline asm
+	mov.b32 	%f15, %r22;
+	// begin inline asm
+	cvt.f32.bf16 %r23, %rs66;
+	// end inline asm
+	mov.b32 	%f16, %r23;
+	// begin inline asm
+	cvt.f32.bf16 %r24, %rs67;
+	// end inline asm
+	mov.b32 	%f17, %r24;
+	// begin inline asm
+	cvt.f32.bf16 %r25, %rs68;
+	// end inline asm
+	mov.b32 	%f18, %r25;
+	.loc	1 33 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:34
+	add.s64 	%rd4, %rd16, %rd23;
+	.loc	1 33 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:49
+	// begin inline asm
+	mov.u32 %r26, 0x0;
+	mov.u32 %r27, 0x0;
+	@%p7 ld.global.L1::evict_last.v2.b32 { %r26, %r27 }, [ %rd4 + 0 ];
+	@!%p7 mov.u32 %r26, %r4;
+	@!%p7 mov.u32 %r27, %r4;
+	// end inline asm
+	mov.b32 	{%rs69, %rs70}, %r26;
+	mov.b32 	{%rs71, %rs72}, %r27;
+	.loc	1 33 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:108
+	// begin inline asm
+	cvt.f32.bf16 %r30, %rs69;
+	// end inline asm
+	mov.b32 	%f19, %r30;
+	// begin inline asm
+	cvt.f32.bf16 %r31, %rs70;
+	// end inline asm
+	mov.b32 	%f20, %r31;
+	// begin inline asm
+	cvt.f32.bf16 %r32, %rs71;
+	// end inline asm
+	mov.b32 	%f21, %r32;
+	// begin inline asm
+	cvt.f32.bf16 %r33, %rs72;
+	// end inline asm
+	mov.b32 	%f22, %r33;
+	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
+	add.f32 	%f23, %f17, %f21;
+	add.f32 	%f24, %f18, %f22;
+	.loc	1 39 23                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:39:23
+	fma.rn.f32 	%f25, %f23, %f23, %f13;
+	fma.rn.f32 	%f26, %f24, %f24, %f14;
+	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
+	add.f32 	%f27, %f2, %f6;
+	add.f32 	%f28, %f1, %f5;
+	.loc	1 37 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:37:22
+	mul.f32 	%f29, %f28, %f28;
+	mul.f32 	%f30, %f27, %f27;
+	.loc	1 40 46                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:40:46
+	selp.f32 	%f31, %f30, 0f00000000, %p1;
+	selp.f32 	%f32, %f29, 0f00000000, %p1;
+	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
+	add.f32 	%f33, %f16, %f20;
+	add.f32 	%f34, %f15, %f19;
+	.loc	1 39 23                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:39:23
+	fma.rn.f32 	%f35, %f34, %f34, %f32;
+	fma.rn.f32 	%f36, %f33, %f33, %f31;
+	.loc	1 40 46                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:40:46
+	selp.f32 	%f37, %f36, %f31, %p7;
+	selp.f32 	%f38, %f35, %f32, %p7;
+	selp.f32 	%f39, %f25, %f13, %p7;
+	selp.f32 	%f40, %f26, %f14, %p7;
+$L__tmp1:
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f41, %f38, %f37;
+	add.f32 	%f42, %f39, %f41;
+	add.f32 	%f43, %f40, %f42;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r131, %f43;
+	shfl.sync.bfly.b32	%r132, %r131, 16, 31, -1;
+	mov.b32 	%f44, %r132;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f45, %f43, %f44;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r133, %f45;
+	shfl.sync.bfly.b32	%r134, %r133, 8, 31, -1;
+	mov.b32 	%f46, %r134;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f47, %f45, %f46;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r135, %f47;
+	shfl.sync.bfly.b32	%r136, %r135, 4, 31, -1;
+	mov.b32 	%f48, %r136;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f49, %f47, %f48;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r137, %f49;
+	shfl.sync.bfly.b32	%r138, %r137, 2, 31, -1;
+	mov.b32 	%f50, %r138;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f51, %f49, %f50;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r139, %f51;
+	shfl.sync.bfly.b32	%r140, %r139, 1, 31, -1;
+	mov.b32 	%f52, %r140;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f53, %f51, %f52;
+	.loc	2 267 36                        // standard.py:267:36
+	setp.eq.s32 	%p13, %r116, 0;
+	shr.u32 	%r141, %r115, 3;
+	and.b32  	%r142, %r141, 60;
+	mov.u32 	%r143, global_smem;
+	add.s32 	%r34, %r143, %r142;
+	mov.b32 	%r35, %f53;
+	// begin inline asm
+	@%p13 st.shared.b32 [ %r34 + 0 ], %r35;
+	// end inline asm
+	bar.sync 	0;
+	setp.lt.s32 	%p14, %r115, 16;
+	add.s32 	%r37, %r143, %r117;
+	// begin inline asm
+	@%p14 ld.shared.b32 %r36, [ %r37 + 0 ];
+	// end inline asm
+	mov.b32 	%f54, %r36;
+	shfl.sync.bfly.b32	%r144, %r36, 8, 31, -1;
+	mov.b32 	%f55, %r144;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f56, %f54, %f55;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r145, %f56;
+	shfl.sync.bfly.b32	%r146, %r145, 4, 31, -1;
+	mov.b32 	%f57, %r146;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f58, %f56, %f57;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r147, %f58;
+	shfl.sync.bfly.b32	%r148, %r147, 2, 31, -1;
+	mov.b32 	%f59, %r148;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f60, %f58, %f59;
+	.loc	2 267 36                        // standard.py:267:36
+	mov.b32 	%r149, %f60;
+	shfl.sync.bfly.b32	%r150, %r149, 1, 31, -1;
+	mov.b32 	%f61, %r150;
+	.loc	2 256 15                        // standard.py:256:15
+	add.f32 	%f62, %f60, %f61;
+	.loc	2 267 36                        // standard.py:267:36
+	and.b32  	%r151, %r115, 15;
+	setp.eq.s32 	%p38, %r151, 0;
+	and.pred  	%p15, %p14, %p38;
+	mov.b32 	%r39, %f62;
+	// begin inline asm
+	@%p15 st.shared.b32 [ %r37 + 0 ], %r39;
+	// end inline asm
+	bar.sync 	0;
+$L__tmp2:
+	.loc	1 53 23                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:53:23
+	ld.shared.u32 	%r41, [global_smem];
+	mov.b32 	%r42, 1163919360;
+	// begin inline asm
+	div.full.f32 %r40, %r41, %r42;
+	// end inline asm
+	mov.b32 	%f63, %r40;
+	.loc	1 55 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:55:24
+	add.f32 	%f64, %f63, 0f358637BD;
+	.loc	1 56 32                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:56:32
+	rsqrt.approx.ftz.f32 	%f65, %f64;
+	.loc	1 46 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:49
+	// begin inline asm
+	mov.u32 %r43, 0x0;
+	mov.u32 %r44, 0x0;
+	@%p1 ld.global.L1::evict_first.v2.b32 { %r43, %r44 }, [ %rd1 + 0 ];
+	@!%p1 mov.u32 %r43, %r4;
+	@!%p1 mov.u32 %r44, %r4;
+	// end inline asm
+	mov.b32 	{%rs73, %rs74}, %r43;
+	mov.b32 	{%rs75, %rs76}, %r44;
+	.loc	1 46 109                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:109
+	// begin inline asm
+	cvt.f32.bf16 %r47, %rs73;
+	// end inline asm
+	mov.b32 	%f66, %r47;
+	// begin inline asm
+	cvt.f32.bf16 %r48, %rs74;
+	// end inline asm
+	mov.b32 	%f67, %r48;
+	// begin inline asm
+	cvt.f32.bf16 %r49, %rs75;
+	// end inline asm
+	mov.b32 	%f68, %r49;
+	// begin inline asm
+	cvt.f32.bf16 %r50, %rs76;
+	// end inline asm
+	mov.b32 	%f69, %r50;
+	.loc	1 47 50                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:50
+	// begin inline asm
+	mov.u32 %r51, 0x0;
+	mov.u32 %r52, 0x0;
+	@%p1 ld.global.L1::evict_first.v2.b32 { %r51, %r52 }, [ %rd2 + 0 ];
+	@!%p1 mov.u32 %r51, %r4;
+	@!%p1 mov.u32 %r52, %r4;
+	// end inline asm
+	mov.b32 	{%rs77, %rs78}, %r51;
+	mov.b32 	{%rs79, %rs80}, %r52;
+	.loc	1 47 110                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:110
+	// begin inline asm
+	cvt.f32.bf16 %r55, %rs77;
+	// end inline asm
+	mov.b32 	%f70, %r55;
+	// begin inline asm
+	cvt.f32.bf16 %r56, %rs78;
+	// end inline asm
+	mov.b32 	%f71, %r56;
+	// begin inline asm
+	cvt.f32.bf16 %r57, %rs79;
+	// end inline asm
+	mov.b32 	%f72, %r57;
+	// begin inline asm
+	cvt.f32.bf16 %r58, %rs80;
+	// end inline asm
+	mov.b32 	%f73, %r58;
+	.loc	1 48 35                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:35
+	mul.wide.u32 	%rd24, %r118, 2;
+	add.s64 	%rd7, %rd17, %rd24;
+	mov.pred 	%p22, -1;
+	.loc	1 48 40                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:40
+	// begin inline asm
+	mov.u32 %r59, 0x0;
+	mov.u32 %r60, 0x0;
+	@%p22 ld.global.L1::evict_last.v2.b32 { %r59, %r60 }, [ %rd7 + 0 ];
+	@!%p22 mov.u32 %r59, %r4;
+	@!%p22 mov.u32 %r60, %r4;
+	// end inline asm
+	mov.b32 	{%rs81, %rs82}, %r59;
+	mov.b32 	{%rs83, %rs84}, %r60;
+	.loc	1 48 91                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:91
+	// begin inline asm
+	cvt.f32.bf16 %r63, %rs81;
+	// end inline asm
+	mov.b32 	%f74, %r63;
+	// begin inline asm
+	cvt.f32.bf16 %r64, %rs82;
+	// end inline asm
+	mov.b32 	%f75, %r64;
+	// begin inline asm
+	cvt.f32.bf16 %r65, %rs83;
+	// end inline asm
+	mov.b32 	%f76, %r65;
+	// begin inline asm
+	cvt.f32.bf16 %r66, %rs84;
+	// end inline asm
+	mov.b32 	%f77, %r66;
+	.loc	1 51 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:51:24
+	add.f32 	%f78, %f66, %f70;
+	add.f32 	%f79, %f67, %f71;
+	add.f32 	%f80, %f68, %f72;
+	add.f32 	%f81, %f69, %f73;
+	.loc	1 57 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:57:24
+	mul.f32 	%f82, %f65, %f78;
+	mul.f32 	%f83, %f65, %f79;
+	mul.f32 	%f84, %f65, %f80;
+	mul.f32 	%f85, %f65, %f81;
+	.loc	1 59 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:59:24
+	mul.f32 	%f86, %f82, %f74;
+	mul.f32 	%f87, %f83, %f75;
+	mul.f32 	%f88, %f84, %f76;
+	mul.f32 	%f89, %f85, %f77;
+	.loc	1 61 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:29
+	add.s64 	%rd8, %rd18, %rd21;
+	.loc	1 61 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:51
+	mov.b32 	%r67, %f86;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs29, %r67;
+	// end inline asm
+	mov.b32 	%r68, %f87;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs30, %r68;
+	// end inline asm
+	mov.b32 	%r69, %f88;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs31, %r69;
+	// end inline asm
+	mov.b32 	%r70, %f89;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs32, %r70;
+	// end inline asm
+	mov.b32 	%r158, {%rs29, %rs30};
+	mov.b32 	%r159, {%rs31, %rs32};
+	// begin inline asm
+	@%p1 st.global.v2.b32 [ %rd8 + 0 ], { %r158, %r159 };
+	// end inline asm
+	.loc	1 62 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:29
+	add.s64 	%rd9, %rd19, %rd21;
+	.loc	1 62 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:51
+	mov.b32 	%r73, %f78;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs33, %r73;
+	// end inline asm
+	mov.b32 	%r74, %f79;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs34, %r74;
+	// end inline asm
+	mov.b32 	%r75, %f80;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs35, %r75;
+	// end inline asm
+	mov.b32 	%r76, %f81;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs36, %r76;
+	// end inline asm
+	mov.b32 	%r160, {%rs33, %rs34};
+	mov.b32 	%r161, {%rs35, %rs36};
+	// begin inline asm
+	@%p1 st.global.v2.b32 [ %rd9 + 0 ], { %r160, %r161 };
+	// end inline asm
+	.loc	1 46 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:49
+	// begin inline asm
+	mov.u32 %r79, 0x0;
+	mov.u32 %r80, 0x0;
+	@%p7 ld.global.L1::evict_first.v2.b32 { %r79, %r80 }, [ %rd3 + 0 ];
+	@!%p7 mov.u32 %r79, %r4;
+	@!%p7 mov.u32 %r80, %r4;
+	// end inline asm
+	mov.b32 	{%rs93, %rs94}, %r79;
+	mov.b32 	{%rs95, %rs96}, %r80;
+	.loc	1 46 109                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:109
+	// begin inline asm
+	cvt.f32.bf16 %r83, %rs93;
+	// end inline asm
+	mov.b32 	%f90, %r83;
+	// begin inline asm
+	cvt.f32.bf16 %r84, %rs94;
+	// end inline asm
+	mov.b32 	%f91, %r84;
+	// begin inline asm
+	cvt.f32.bf16 %r85, %rs95;
+	// end inline asm
+	mov.b32 	%f92, %r85;
+	// begin inline asm
+	cvt.f32.bf16 %r86, %rs96;
+	// end inline asm
+	mov.b32 	%f93, %r86;
+	.loc	1 47 50                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:50
+	// begin inline asm
+	mov.u32 %r87, 0x0;
+	mov.u32 %r88, 0x0;
+	@%p7 ld.global.L1::evict_first.v2.b32 { %r87, %r88 }, [ %rd4 + 0 ];
+	@!%p7 mov.u32 %r87, %r4;
+	@!%p7 mov.u32 %r88, %r4;
+	// end inline asm
+	mov.b32 	{%rs97, %rs98}, %r87;
+	mov.b32 	{%rs99, %rs100}, %r88;
+	.loc	1 47 110                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:110
+	// begin inline asm
+	cvt.f32.bf16 %r91, %rs97;
+	// end inline asm
+	mov.b32 	%f94, %r91;
+	// begin inline asm
+	cvt.f32.bf16 %r92, %rs98;
+	// end inline asm
+	mov.b32 	%f95, %r92;
+	// begin inline asm
+	cvt.f32.bf16 %r93, %rs99;
+	// end inline asm
+	mov.b32 	%f96, %r93;
+	// begin inline asm
+	cvt.f32.bf16 %r94, %rs100;
+	// end inline asm
+	mov.b32 	%f97, %r94;
+	.loc	1 48 35                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:35
+	add.s64 	%rd12, %rd7, 4096;
+	.loc	1 48 40                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:40
+	// begin inline asm
+	mov.u32 %r95, 0x0;
+	mov.u32 %r96, 0x0;
+	@%p33 ld.global.L1::evict_last.v2.b32 { %r95, %r96 }, [ %rd12 + 0 ];
+	@!%p33 mov.u32 %r95, %r4;
+	@!%p33 mov.u32 %r96, %r4;
+	// end inline asm
+	mov.b32 	{%rs101, %rs102}, %r95;
+	mov.b32 	{%rs103, %rs104}, %r96;
+	.loc	1 48 91                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:91
+	// begin inline asm
+	cvt.f32.bf16 %r99, %rs101;
+	// end inline asm
+	mov.b32 	%f98, %r99;
+	// begin inline asm
+	cvt.f32.bf16 %r100, %rs102;
+	// end inline asm
+	mov.b32 	%f99, %r100;
+	// begin inline asm
+	cvt.f32.bf16 %r101, %rs103;
+	// end inline asm
+	mov.b32 	%f100, %r101;
+	// begin inline asm
+	cvt.f32.bf16 %r102, %rs104;
+	// end inline asm
+	mov.b32 	%f101, %r102;
+	.loc	1 51 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:51:24
+	add.f32 	%f102, %f90, %f94;
+	add.f32 	%f103, %f91, %f95;
+	add.f32 	%f104, %f92, %f96;
+	add.f32 	%f105, %f93, %f97;
+	.loc	1 57 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:57:24
+	mul.f32 	%f106, %f65, %f102;
+	mul.f32 	%f107, %f65, %f103;
+	mul.f32 	%f108, %f65, %f104;
+	mul.f32 	%f109, %f65, %f105;
+	.loc	1 59 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:59:24
+	mul.f32 	%f110, %f106, %f98;
+	mul.f32 	%f111, %f107, %f99;
+	mul.f32 	%f112, %f108, %f100;
+	mul.f32 	%f113, %f109, %f101;
+	.loc	1 61 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:29
+	add.s64 	%rd13, %rd18, %rd23;
+	.loc	1 61 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:51
+	mov.b32 	%r103, %f110;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs49, %r103;
+	// end inline asm
+	mov.b32 	%r104, %f111;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs50, %r104;
+	// end inline asm
+	mov.b32 	%r105, %f112;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs51, %r105;
+	// end inline asm
+	mov.b32 	%r106, %f113;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs52, %r106;
+	// end inline asm
+	mov.b32 	%r168, {%rs49, %rs50};
+	mov.b32 	%r169, {%rs51, %rs52};
+	// begin inline asm
+	@%p7 st.global.v2.b32 [ %rd13 + 0 ], { %r168, %r169 };
+	// end inline asm
+	.loc	1 62 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:29
+	add.s64 	%rd14, %rd19, %rd23;
+	.loc	1 62 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:51
+	mov.b32 	%r109, %f102;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs53, %r109;
+	// end inline asm
+	mov.b32 	%r110, %f103;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs54, %r110;
+	// end inline asm
+	mov.b32 	%r111, %f104;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs55, %r111;
+	// end inline asm
+	mov.b32 	%r112, %f105;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs56, %r112;
+	// end inline asm
+	mov.b32 	%r170, {%rs53, %rs54};
+	mov.b32 	%r171, {%rs55, %rs56};
+	// begin inline asm
+	@%p7 st.global.v2.b32 [ %rd14 + 0 ], { %r170, %r171 };
+	// end inline asm
+	.loc	1 42 4                          // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:42:4
+	ret;
+$L__tmp3:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py"
+	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 1                                   // DW_CHILDREN_yes
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 2                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 0                                   // DW_CHILDREN_no
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 32                                  // DW_AT_inline
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 3                                   // Abbreviation Code
+.b8 46                                  // DW_TAG_subprogram
+.b8 1                                   // DW_CHILDREN_yes
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 4                                   // Abbreviation Code
+.b8 29                                  // DW_TAG_inlined_subroutine
+.b8 0                                   // DW_CHILDREN_no
+.b8 49                                  // DW_AT_abstract_origin
+.b8 19                                  // DW_FORM_ref4
+.b8 17                                  // DW_AT_low_pc
+.b8 1                                   // DW_FORM_addr
+.b8 18                                  // DW_AT_high_pc
+.b8 1                                   // DW_FORM_addr
+.b8 88                                  // DW_AT_call_file
+.b8 11                                  // DW_FORM_data1
+.b8 89                                  // DW_AT_call_line
+.b8 11                                  // DW_FORM_data1
+.b8 87                                  // DW_AT_call_column
+.b8 11                                  // DW_FORM_data1
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 225                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0xda DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 53
+.b8 110
+.b8 117
+.b8 104
+.b8 109
+.b8 117
+.b8 111
+.b8 105
+.b8 114
+.b8 120
+.b8 113
+.b8 119
+.b8 100
+.b8 116
+.b8 55
+.b8 105
+.b8 99
+.b8 111
+.b8 99
+.b8 52
+.b8 53
+.b8 109
+.b8 50
+.b8 109
+.b8 122
+.b8 111
+.b8 101
+.b8 117
+.b8 119
+.b8 107
+.b8 113
+.b8 118
+.b8 115
+.b8 99
+.b8 52
+.b8 53
+.b8 55
+.b8 115
+.b8 55
+.b8 110
+.b8 119
+.b8 100
+.b8 122
+.b8 53
+.b8 106
+.b8 51
+.b8 55
+.b8 122
+.b8 52
+.b8 104
+.b8 104
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 53
+.b8 110
+.b8 0
+.b8 2                                   // Abbrev [2] 0x81:0x35 DW_TAG_subprogram
+.b8 116                                 // DW_AT_name
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 95
+.b8 114
+.b8 101
+.b8 100
+.b8 95
+.b8 102
+.b8 117
+.b8 115
+.b8 101
+.b8 100
+.b8 95
+.b8 95
+.b8 116
+.b8 111
+.b8 95
+.b8 99
+.b8 111
+.b8 112
+.b8 121
+.b8 95
+.b8 97
+.b8 100
+.b8 100
+.b8 95
+.b8 109
+.b8 101
+.b8 97
+.b8 110
+.b8 95
+.b8 109
+.b8 117
+.b8 108
+.b8 95
+.b8 112
+.b8 111
+.b8 119
+.b8 95
+.b8 114
+.b8 115
+.b8 113
+.b8 114
+.b8 116
+.b8 95
+.b8 48
+.b8 0
+.b8 1                                   // DW_AT_inline
+.b8 3                                   // Abbrev [3] 0xb6:0x2e DW_TAG_subprogram
+.b64 $L__func_begin0                    // DW_AT_low_pc
+.b64 $L__func_end0                      // DW_AT_high_pc
+.b32 129                                // DW_AT_abstract_origin
+.b8 4                                   // Abbrev [4] 0xcb:0x18 DW_TAG_inlined_subroutine
+.b32 129                                // DW_AT_abstract_origin
+.b64 $L__tmp1                           // DW_AT_low_pc
+.b64 $L__tmp2                           // DW_AT_high_pc
+.b8 1                                   // DW_AT_call_file
+.b8 41                                  // DW_AT_call_line
+.b8 25                                  // DW_AT_call_column
+.b8 0                                   // End Of Children Mark
+.b8 0                                   // End Of Children Mark
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
new file mode 100644
index 0000000..cc6a88e
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
@@ -0,0 +1,135 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [1, 4], threadsPerWarp = [1, 32], warpsPerCTA = [1, 16], order = [1, 0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)
+#loc1 = loc(unknown)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:25)
+#loc52 = loc(callsite(#loc1 at #loc23))
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 16 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg4: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg5: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg6: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xf32, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<3.584000e+03> : tensor<1x1xf32, #blocked> loc(#loc1)
+    %cst_1 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32, #blocked> loc(#loc1)
+    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
+    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
+    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
+    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
+    %cst_2 = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16, #blocked> loc(#loc1)
+    %cst_3 = arith.constant dense<3584> : tensor<1x2048xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> loc(#loc4)
+    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> -> tensor<1x2048xi32, #blocked> loc(#loc4)
+    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc5)
+    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc6)
+    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc7)
+    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1, #blocked> loc(#loc8)
+    %8 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc9)
+    %9 = scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg8 = %cst) -> (tensor<1x2048xf32, #blocked>)  : i32 {
+      %19 = tt.splat %arg7 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc11)
+      %20 = arith.addi %19, %3 : tensor<1x2048xi32, #blocked> loc(#loc11)
+      %21 = arith.cmpi slt, %20, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc12)
+      %22 = arith.addi %20, %5 : tensor<1x2048xi32, #blocked> loc(#loc6)
+      %23 = tt.addptr %6, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc7)
+      %24 = arith.andi %21, %7 : tensor<1x2048xi1, #blocked> loc(#loc8)
+      %25 = tt.load %23, %24, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc13)
+      %26 = arith.extf %25 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc14)
+      %27 = tt.addptr %8, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc9)
+      %28 = tt.load %27, %24, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc15)
+      %29 = arith.extf %28 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc16)
+      %30 = arith.addf %26, %29 : tensor<1x2048xf32, #blocked> loc(#loc17)
+      %31 = arith.mulf %30, %30 : tensor<1x2048xf32, #blocked> loc(#loc18)
+      %32 = arith.addf %arg8, %31 : tensor<1x2048xf32, #blocked> loc(#loc19)
+      %33 = arith.select %24, %32, %arg8 : tensor<1x2048xi1, #blocked>, tensor<1x2048xf32, #blocked> loc(#loc20)
+      scf.yield %33 : tensor<1x2048xf32, #blocked> loc(#loc21)
+    } loc(#loc10)
+    %10 = "tt.reduce"(%9) <{axis = 1 : i32}> ({
+    ^bb0(%arg7: f32 loc(callsite(#loc1 at #loc23)), %arg8: f32 loc(callsite(#loc1 at #loc23))):
+      %19 = arith.addf %arg7, %arg8 : f32 loc(#loc54)
+      tt.reduce.return %19 : f32 loc(#loc51)
+    }) : (tensor<1x2048xf32, #blocked>) -> tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> loc(#loc51)
+    %11 = tt.expand_dims %10 {axis = 1 : i32} : tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> -> tensor<1x1xf32, #blocked> loc(#loc25)
+    %12 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc26)
+    %13 = arith.divf %11, %cst_0 : tensor<1x1xf32, #blocked> loc(#loc27)
+    %14 = arith.addf %13, %cst_1 : tensor<1x1xf32, #blocked> loc(#loc28)
+    %15 = tt.extern_elementwise %14 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32, #blocked>) -> tensor<1x1xf32, #blocked> loc(#loc29)
+    %16 = tt.broadcast %15 : tensor<1x1xf32, #blocked> -> tensor<1x2048xf32, #blocked> loc(#loc30)
+    %17 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc31)
+    %18 = tt.splat %arg4 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc32)
+    scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
+      %19 = tt.splat %arg7 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc34)
+      %20 = arith.addi %19, %3 : tensor<1x2048xi32, #blocked> loc(#loc34)
+      %21 = arith.cmpi slt, %20, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc35)
+      %22 = arith.addi %20, %5 : tensor<1x2048xi32, #blocked> loc(#loc36)
+      %23 = tt.addptr %6, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc37)
+      %24 = arith.andi %21, %7 : tensor<1x2048xi1, #blocked> loc(#loc38)
+      %25 = tt.load %23, %24, %cst_2 evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc39)
+      %26 = arith.extf %25 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc40)
+      %27 = tt.addptr %8, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc41)
+      %28 = tt.load %27, %24, %cst_2 evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc42)
+      %29 = arith.extf %28 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc43)
+      %30 = tt.addptr %12, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc26)
+      %31 = tt.load %30, %21, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc44)
+      %32 = arith.extf %31 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc45)
+      %33 = arith.addf %26, %29 : tensor<1x2048xf32, #blocked> loc(#loc46)
+      %34 = arith.mulf %33, %16 : tensor<1x2048xf32, #blocked> loc(#loc30)
+      %35 = arith.mulf %34, %32 : tensor<1x2048xf32, #blocked> loc(#loc47)
+      %36 = tt.addptr %17, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc31)
+      %37 = arith.truncf %35 : tensor<1x2048xf32, #blocked> to tensor<1x2048xbf16, #blocked> loc(#loc48)
+      tt.store %36, %37, %24 : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc48)
+      %38 = tt.addptr %18, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc32)
+      %39 = arith.truncf %33 : tensor<1x2048xf32, #blocked> to tensor<1x2048xbf16, #blocked> loc(#loc49)
+      tt.store %38, %39, %24 : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc49)
+    } loc(#loc33)
+    tt.return loc(#loc50)
+  } loc(#loc)
+} loc(#loc)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":22:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":24:21)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":25:33)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:44)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:39)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:34)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:57)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:34)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":28:36)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":29:27)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":30:25)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:49)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:108)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:49)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:108)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":36:22)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":37:22)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":39:23)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":40:46)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":40:8)
+#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
+#loc24 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:28)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":53:23)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":55:24)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":56:32)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":57:24)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":61:29)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":62:29)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":42:36)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":43:27)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":44:25)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:39)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:34)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:57)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:49)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:109)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:35)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:50)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:110)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:40)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:91)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":51:24)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":59:24)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":61:51)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":62:51)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":42:4)
+#loc51 = loc(callsite(#loc22 at #loc23))
+#loc53 = loc(callsite(#loc24 at #loc22))
+#loc54 = loc(callsite(#loc53 at #loc23))
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
new file mode 100644
index 0000000..6e8fdf7
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
@@ -0,0 +1,141 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)
+#loc1 = loc(unknown)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:25)
+#loc54 = loc(callsite(#loc1 at #loc24))
+module {
+  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg4: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg5: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg6: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)) attributes {noinline = false} {
+    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
+    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16> loc(#loc1)
+    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
+    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
+    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
+    %cst_0 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32> loc(#loc1)
+    %cst_1 = arith.constant dense<3.584000e+03> : tensor<1x1xf32> loc(#loc1)
+    %cst_2 = arith.constant dense<3584> : tensor<1x2048xi32> loc(#loc1)
+    %cst_3 = arith.constant dense<0.000000e+00> : tensor<1x2048xf32> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32> loc(#loc4)
+    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32> -> tensor<1x2048xi32> loc(#loc5)
+    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc6)
+    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32> loc(#loc7)
+    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc8)
+    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc9)
+    %8 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc10)
+    %9 = scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg8 = %cst_3) -> (tensor<1x2048xf32>)  : i32 {
+      %24 = tt.splat %arg7 : i32 -> tensor<1x2048xi32> loc(#loc12)
+      %25 = arith.addi %24, %3 : tensor<1x2048xi32> loc(#loc12)
+      %26 = arith.cmpi slt, %25, %cst_2 : tensor<1x2048xi32> loc(#loc13)
+      %27 = arith.addi %25, %5 : tensor<1x2048xi32> loc(#loc7)
+      %28 = tt.addptr %6, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc8)
+      %29 = arith.andi %26, %7 : tensor<1x2048xi1> loc(#loc9)
+      %30 = tt.load %28, %29, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc14)
+      %31 = arith.extf %30 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc15)
+      %32 = tt.addptr %8, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc10)
+      %33 = tt.load %32, %29, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc16)
+      %34 = arith.extf %33 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc17)
+      %35 = arith.addf %31, %34 : tensor<1x2048xf32> loc(#loc18)
+      %36 = arith.mulf %35, %35 : tensor<1x2048xf32> loc(#loc19)
+      %37 = arith.addf %arg8, %36 : tensor<1x2048xf32> loc(#loc20)
+      %38 = arith.select %29, %37, %arg8 : tensor<1x2048xi1>, tensor<1x2048xf32> loc(#loc21)
+      scf.yield %38 : tensor<1x2048xf32> loc(#loc22)
+    } loc(#loc11)
+    %10 = "tt.reduce"(%9) <{axis = 1 : i32}> ({
+    ^bb0(%arg7: f32 loc(callsite(#loc1 at #loc24)), %arg8: f32 loc(callsite(#loc1 at #loc24))):
+      %24 = arith.addf %arg7, %arg8 : f32 loc(#loc56)
+      tt.reduce.return %24 : f32 loc(#loc53)
+    }) : (tensor<1x2048xf32>) -> tensor<1xf32> loc(#loc53)
+    %11 = tt.expand_dims %10 {axis = 1 : i32} : tensor<1xf32> -> tensor<1x1xf32> loc(#loc26)
+    %12 = arith.muli %0, %c3584_i32 : i32 loc(#loc27)
+    %13 = tt.splat %12 : i32 -> tensor<1x2048xi32> loc(#loc28)
+    %14 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc29)
+    %15 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc30)
+    %16 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc31)
+    %17 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc32)
+    %18 = arith.divf %11, %cst_1 : tensor<1x1xf32> loc(#loc33)
+    %19 = arith.addf %18, %cst_0 : tensor<1x1xf32> loc(#loc34)
+    %20 = tt.extern_elementwise %19 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32>) -> tensor<1x1xf32> loc(#loc35)
+    %21 = tt.broadcast %20 : tensor<1x1xf32> -> tensor<1x2048xf32> loc(#loc36)
+    %22 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc37)
+    %23 = tt.splat %arg4 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc38)
+    scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
+      %24 = tt.splat %arg7 : i32 -> tensor<1x2048xi32> loc(#loc40)
+      %25 = arith.addi %24, %3 : tensor<1x2048xi32> loc(#loc40)
+      %26 = arith.cmpi slt, %25, %cst_2 : tensor<1x2048xi32> loc(#loc41)
+      %27 = arith.addi %25, %13 : tensor<1x2048xi32> loc(#loc28)
+      %28 = tt.addptr %14, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc29)
+      %29 = arith.andi %26, %15 : tensor<1x2048xi1> loc(#loc30)
+      %30 = tt.load %28, %29, %cst evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>> loc(#loc42)
+      %31 = arith.extf %30 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc43)
+      %32 = tt.addptr %16, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc31)
+      %33 = tt.load %32, %29, %cst evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>> loc(#loc44)
+      %34 = arith.extf %33 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc45)
+      %35 = tt.addptr %17, %25 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc32)
+      %36 = tt.load %35, %26, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc46)
+      %37 = arith.extf %36 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc47)
+      %38 = arith.addf %31, %34 : tensor<1x2048xf32> loc(#loc48)
+      %39 = arith.mulf %38, %21 : tensor<1x2048xf32> loc(#loc36)
+      %40 = arith.mulf %39, %37 : tensor<1x2048xf32> loc(#loc49)
+      %41 = tt.addptr %22, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc37)
+      %42 = arith.truncf %40 : tensor<1x2048xf32> to tensor<1x2048xbf16> loc(#loc50)
+      tt.store %41, %42, %29 : tensor<1x2048x!tt.ptr<bf16>> loc(#loc50)
+      %43 = tt.addptr %23, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc38)
+      %44 = arith.truncf %38 : tensor<1x2048xf32> to tensor<1x2048xbf16> loc(#loc51)
+      tt.store %43, %44, %29 : tensor<1x2048x!tt.ptr<bf16>> loc(#loc51)
+    } loc(#loc39)
+    tt.return loc(#loc52)
+  } loc(#loc)
+} loc(#loc)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":22:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":24:21)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":25:25)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":25:33)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:44)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:39)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:34)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:57)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":28:36)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":29:27)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":30:25)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:49)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:108)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:49)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:108)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":36:22)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":37:22)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":39:23)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":40:46)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":40:8)
+#loc23 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
+#loc25 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:28)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:39)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:34)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:57)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:35)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:35)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":53:23)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":55:24)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":56:32)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":57:24)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":61:29)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":62:29)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":42:36)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":43:27)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":44:25)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:49)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:109)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:50)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:110)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:40)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:91)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":51:24)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":59:24)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":61:51)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":62:51)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":42:4)
+#loc53 = loc(callsite(#loc23 at #loc24))
+#loc55 = loc(callsite(#loc25 at #loc23))
+#loc56 = loc(callsite(#loc55 at #loc24))
diff --git a/tmp/torchinductor_ljp/triton/0/bNEcjB7HVCVPvvZvan3Celo6hqUebOazgQ8YtbnmEbI/__triton_launcher.so b/tmp/torchinductor_ljp/triton/0/bNEcjB7HVCVPvvZvan3Celo6hqUebOazgQ8YtbnmEbI/__triton_launcher.so
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new file mode 100644
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new file mode 100644
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\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir
new file mode 100644
index 0000000..f83071a
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir
@@ -0,0 +1,209 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-p3:32:32-p4:32:32-p5:32:32-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
+@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
+@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
+@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
+@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
+@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
+
+; Function Attrs: noreturn
+declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
+
+define void @triton_poi_fused__to_copy_cat_1(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
+  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
+  %7 = shl i32 %6, 7, !dbg !13
+  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
+  %9 = and i32 %8, 127, !dbg !14
+  %10 = or disjoint i32 %7, %9, !dbg !15
+  %.frozen = freeze i32 %10, !dbg !16
+  %11 = sdiv i32 %.frozen, 128, !dbg !16
+  %12 = mul i32 %11, 128, !dbg !17
+  %.decomposed = sub i32 %.frozen, %12, !dbg !17
+  %13 = sdiv i32 %10, 512, !dbg !18
+  %14 = icmp slt i32 %.decomposed, 64, !dbg !19
+  %15 = shl nsw i32 %11, 7, !dbg !20
+  %16 = add i32 %15, %.decomposed, !dbg !21
+  %17 = sext i32 %16 to i64, !dbg !22
+  %18 = getelementptr bfloat, ptr addrspace(1) %0, i64 %17, !dbg !22
+  %19 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %18, i1 %14, i16 0, i1 %14) #3, !dbg !23
+  %20 = bitcast i16 %19 to bfloat, !dbg !23
+  %21 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %20) #3, !dbg !24
+  %22 = sext i32 %13 to i64, !dbg !25
+  %23 = getelementptr i64, ptr addrspace(1) %1, i64 %22, !dbg !25
+  %24 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %23, i1 %14, i1 %14) #3, !dbg !26
+  %25 = lshr i64 %24, 48, !dbg !27
+  %26 = and i64 %25, 32768, !dbg !27
+  %27 = add i64 %26, %24, !dbg !27
+  %28 = icmp ugt i64 %27, 32767, !dbg !28
+  %.not1 = and i1 %14, %28, !dbg !29
+  br i1 %.not1, label %29, label %30, !dbg !29
+
+29:                                               ; preds = %5
+  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
+  unreachable, !dbg !29
+
+30:                                               ; preds = %5
+  %31 = sext i32 %.decomposed to i64, !dbg !19
+  tail call void @llvm.nvvm.barrier0(), !dbg !29
+  %32 = shl i64 %27, 7, !dbg !30
+  %33 = getelementptr float, ptr addrspace(1) %2, i64 %32, !dbg !31
+  %34 = getelementptr float, ptr addrspace(1) %33, i64 %31, !dbg !31
+  %35 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %34, i1 %14, i32 0, i1 %14) #3, !dbg !32
+  %36 = or disjoint i32 %15, 64, !dbg !33
+  %37 = add i32 %36, %.decomposed, !dbg !34
+  %38 = sext i32 %37 to i64, !dbg !35
+  %39 = getelementptr bfloat, ptr addrspace(1) %0, i64 %38, !dbg !35
+  %40 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %39, i1 %14, i16 0, i1 %14) #3, !dbg !36
+  %41 = bitcast i16 %40 to bfloat, !dbg !36
+  %42 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %41) #3, !dbg !37
+  %43 = or disjoint i64 %32, 64, !dbg !38
+  %44 = getelementptr float, ptr addrspace(1) %2, i64 %43, !dbg !39
+  %45 = getelementptr float, ptr addrspace(1) %44, i64 %31, !dbg !39
+  %46 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %45, i1 %14, i32 0, i1 %14) #3, !dbg !40
+  %47 = icmp sgt i32 %.decomposed, 63, !dbg !41
+  %48 = add nsw i32 %.decomposed, -64, !dbg !42
+  %49 = add i32 %36, %48, !dbg !43
+  %50 = sext i32 %49 to i64, !dbg !44
+  %51 = getelementptr bfloat, ptr addrspace(1) %0, i64 %50, !dbg !44
+  %52 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %51, i1 %47, i16 0, i1 %47) #3, !dbg !45
+  %53 = bitcast i16 %52 to bfloat, !dbg !45
+  %54 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %53) #3, !dbg !46
+  %55 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %23, i1 %47, i1 %47) #3, !dbg !47
+  %56 = lshr i64 %55, 48, !dbg !48
+  %57 = and i64 %56, 32768, !dbg !48
+  %58 = add i64 %57, %55, !dbg !48
+  %59 = icmp ugt i64 %58, 32767, !dbg !49
+  %.not2 = and i1 %47, %59, !dbg !50
+  br i1 %.not2, label %60, label %61, !dbg !50
+
+60:                                               ; preds = %30
+  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
+  unreachable, !dbg !50
+
+61:                                               ; preds = %30
+  %62 = bitcast i32 %35 to float, !dbg !32
+  %63 = fmul float %21, %62, !dbg !51
+  %64 = bitcast i32 %46 to float, !dbg !40
+  %65 = fmul float %42, %64, !dbg !52
+  %66 = fsub float %63, %65, !dbg !53
+  tail call void @llvm.nvvm.barrier0(), !dbg !50
+  %67 = shl i64 %58, 7, !dbg !54
+  %68 = sext i32 %48 to i64, !dbg !55
+  %69 = getelementptr float, ptr addrspace(1) %2, i64 %67, !dbg !56
+  %70 = getelementptr float, ptr addrspace(1) %69, i64 %68, !dbg !56
+  %71 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %70, i1 %47, i32 0, i1 %47) #3, !dbg !57
+  %72 = bitcast i32 %71 to float, !dbg !57
+  %73 = fmul float %54, %72, !dbg !58
+  %74 = add i32 %15, %48, !dbg !59
+  %75 = sext i32 %74 to i64, !dbg !60
+  %76 = getelementptr bfloat, ptr addrspace(1) %0, i64 %75, !dbg !60
+  %77 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %76, i1 %47, i16 0, i1 %47) #3, !dbg !61
+  %78 = bitcast i16 %77 to bfloat, !dbg !61
+  %79 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %78) #3, !dbg !62
+  %80 = or disjoint i64 %67, 64, !dbg !63
+  %81 = getelementptr float, ptr addrspace(1) %2, i64 %80, !dbg !64
+  %82 = getelementptr float, ptr addrspace(1) %81, i64 %68, !dbg !64
+  %83 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %82, i1 %47, i32 0, i1 %47) #3, !dbg !65
+  %84 = bitcast i32 %83 to float, !dbg !65
+  %85 = fmul float %79, %84, !dbg !66
+  %86 = fadd float %73, %85, !dbg !67
+  %87 = select i1 %14, float %66, float %86, !dbg !68
+  %88 = sext i32 %10 to i64, !dbg !69
+  %89 = getelementptr bfloat, ptr addrspace(1) %3, i64 %88, !dbg !69
+  %90 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %87) #3, !dbg !70
+  %91 = bitcast bfloat %90 to i16, !dbg !70
+  tail call void asm sideeffect "@$2 st.global.b16 [ $1 + 0 ], { $0 };", "c,l,b"(i16 %91, ptr addrspace(1) %89, i1 true) #3, !dbg !70
+  ret void, !dbg !71
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
+
+; Function Attrs: convergent nocallback nounwind
+declare void @llvm.nvvm.barrier0() #2
+
+attributes #0 = { noreturn }
+attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #2 = { convergent nocallback nounwind }
+attributes #3 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz")
+!4 = !{ptr @triton_poi_fused__to_copy_cat_1, !"kernel", i32 1}
+!5 = !{ptr @triton_poi_fused__to_copy_cat_1, !"reqntidx", i32 128}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
+!8 = !DIFile(filename: "<unknown>", directory: "")
+!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
+!10 = !{}
+!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_1", linkageName: "triton_poi_fused__to_copy_cat_1", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!12 = !DILocation(line: 21, column: 28, scope: !11)
+!13 = !DILocation(line: 21, column: 33, scope: !11)
+!14 = !DILocation(line: 22, column: 36, scope: !11)
+!15 = !DILocation(line: 22, column: 23, scope: !11)
+!16 = !DILocation(line: 25, column: 19, scope: !11)
+!17 = !DILocation(line: 24, column: 19, scope: !11)
+!18 = !DILocation(line: 26, column: 19, scope: !11)
+!19 = !DILocation(line: 32, column: 18, scope: !11)
+!20 = !DILocation(line: 33, column: 34, scope: !11)
+!21 = !DILocation(line: 33, column: 40, scope: !11)
+!22 = !DILocation(line: 33, column: 30, scope: !11)
+!23 = !DILocation(line: 33, column: 46, scope: !11)
+!24 = !DILocation(line: 33, column: 96, scope: !11)
+!25 = !DILocation(line: 35, column: 30, scope: !11)
+!26 = !DILocation(line: 35, column: 35, scope: !11)
+!27 = !DILocation(line: 39, column: 34, scope: !11)
+!28 = !DILocation(line: 40, column: 65, scope: !11)
+!29 = !DILocation(line: 40, column: 119, scope: !11)
+!30 = !DILocation(line: 41, column: 35, scope: !11)
+!31 = !DILocation(line: 41, column: 31, scope: !11)
+!32 = !DILocation(line: 41, column: 50, scope: !11)
+!33 = !DILocation(line: 43, column: 36, scope: !11)
+!34 = !DILocation(line: 43, column: 46, scope: !11)
+!35 = !DILocation(line: 43, column: 31, scope: !11)
+!36 = !DILocation(line: 43, column: 52, scope: !11)
+!37 = !DILocation(line: 43, column: 102, scope: !11)
+!38 = !DILocation(line: 45, column: 36, scope: !11)
+!39 = !DILocation(line: 45, column: 31, scope: !11)
+!40 = !DILocation(line: 45, column: 55, scope: !11)
+!41 = !DILocation(line: 50, column: 20, scope: !11)
+!42 = !DILocation(line: 53, column: 54, scope: !11)
+!43 = !DILocation(line: 53, column: 46, scope: !11)
+!44 = !DILocation(line: 53, column: 31, scope: !11)
+!45 = !DILocation(line: 53, column: 60, scope: !11)
+!46 = !DILocation(line: 53, column: 111, scope: !11)
+!47 = !DILocation(line: 55, column: 36, scope: !11)
+!48 = !DILocation(line: 59, column: 35, scope: !11)
+!49 = !DILocation(line: 60, column: 65, scope: !11)
+!50 = !DILocation(line: 60, column: 120, scope: !11)
+!51 = !DILocation(line: 42, column: 19, scope: !11)
+!52 = !DILocation(line: 46, column: 20, scope: !11)
+!53 = !DILocation(line: 47, column: 20, scope: !11)
+!54 = !DILocation(line: 61, column: 35, scope: !11)
+!55 = !DILocation(line: 61, column: 44, scope: !11)
+!56 = !DILocation(line: 61, column: 31, scope: !11)
+!57 = !DILocation(line: 61, column: 58, scope: !11)
+!58 = !DILocation(line: 62, column: 20, scope: !11)
+!59 = !DILocation(line: 63, column: 41, scope: !11)
+!60 = !DILocation(line: 63, column: 31, scope: !11)
+!61 = !DILocation(line: 63, column: 55, scope: !11)
+!62 = !DILocation(line: 63, column: 106, scope: !11)
+!63 = !DILocation(line: 65, column: 36, scope: !11)
+!64 = !DILocation(line: 65, column: 31, scope: !11)
+!65 = !DILocation(line: 65, column: 63, scope: !11)
+!66 = !DILocation(line: 66, column: 20, scope: !11)
+!67 = !DILocation(line: 67, column: 20, scope: !11)
+!68 = !DILocation(line: 0, scope: !11)
+!69 = !DILocation(line: 72, column: 25, scope: !11)
+!70 = !DILocation(line: 72, column: 37, scope: !11)
+!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx
new file mode 100644
index 0000000..9f2aadc
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx
@@ -0,0 +1,459 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_poi_fused__to_copy_cat_1 // -- Begin function triton_poi_fused__to_copy_cat_1
+.extern .func __assertfail
+(
+	.param .b64 __assertfail_param_0,
+	.param .b64 __assertfail_param_1,
+	.param .b32 __assertfail_param_2,
+	.param .b64 __assertfail_param_3,
+	.param .b64 __assertfail_param_4
+)
+.noreturn;
+.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
+.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
+.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+                                        // @triton_poi_fused__to_copy_cat_1
+.visible .entry triton_poi_fused__to_copy_cat_1(
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_0,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_1,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_2,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_3,
+	.param .u32 triton_poi_fused__to_copy_cat_1_param_4
+)
+.reqntid 128, 1, 1
+{
+	.reg .pred 	%p<28>;
+	.reg .b16 	%rs<15>;
+	.reg .b32 	%r<36>;
+	.reg .f32 	%f<15>;
+	.reg .b64 	%rd<50>;
+	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd5, [triton_poi_fused__to_copy_cat_1_param_0];
+	ld.param.u64 	%rd11, [triton_poi_fused__to_copy_cat_1_param_1];
+$L__tmp0:
+	.loc	1 21 28                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:28
+	// begin inline asm
+	mov.u32 %r7, %ctaid.x;
+	// end inline asm
+	.loc	1 21 33                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:33
+	shl.b32 	%r9, %r7, 7;
+	.loc	1 22 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:36
+	mov.u32 	%r10, %tid.x;
+	and.b32  	%r11, %r10, 127;
+	.loc	1 22 23                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:23
+	or.b32  	%r1, %r9, %r11;
+	.loc	1 25 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:25:19
+	shr.s32 	%r13, %r1, 31;
+	shr.u32 	%r14, %r13, 25;
+	add.s32 	%r15, %r1, %r14;
+	.loc	1 24 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:24:19
+	and.b32  	%r3, %r15, -128;
+	sub.s32 	%r2, %r1, %r3;
+	.loc	1 26 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:26:19
+	bfe.s32 	%r16, %r7, 24, 1;
+	shr.u32 	%r17, %r16, 23;
+	add.s32 	%r18, %r1, %r17;
+	shr.s32 	%r19, %r18, 9;
+	.loc	1 32 18                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:32:18
+	setp.gt.s32 	%p5, %r2, 63;
+	setp.lt.s32 	%p4, %r2, 64;
+	.loc	1 33 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:30
+	mul.wide.s32 	%rd12, %r1, 2;
+	add.s64 	%rd8, %rd5, %rd12;
+	mov.u16 	%rs2, 0;
+	.loc	1 33 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:46
+	// begin inline asm
+	mov.u16 %rs1, 0x0;
+	@%p4 ld.global.L1::evict_last.b16 { %rs1 }, [ %rd8 + 0 ];
+	@!%p4 mov.u16 %rs1, %rs2;
+	// end inline asm
+	.loc	1 35 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:30
+	mul.wide.s32 	%rd13, %r19, 8;
+	add.s64 	%rd10, %rd11, %rd13;
+	.loc	1 35 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:35
+	// begin inline asm
+	mov.u64 %rd9, 0x0;
+	@%p4 ld.global.L1::evict_last.b64 { %rd9 }, [ %rd10 + 0 ];
+	@!%p4 mov.u64 %rd9, 0x0;
+	// end inline asm
+	.loc	1 39 34                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:39:34
+	shr.u64 	%rd14, %rd9, 48;
+	and.b64  	%rd15, %rd14, 32768;
+	add.s64 	%rd2, %rd15, %rd9;
+	.loc	1 40 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:65
+	setp.lt.u64 	%p6, %rd2, 32768;
+	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
+	or.pred  	%p7, %p5, %p6;
+	@%p7 bra 	$L__BB0_2;
+	bra.uni 	$L__BB0_1;
+$L__BB0_2:
+	.loc	1 0 119                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:119
+	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_1_param_2];
+	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
+	bar.sync 	0;
+	.loc	1 41 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:31
+	shl.b64 	%rd22, %rd2, 9;
+	add.s64 	%rd23, %rd6, %rd22;
+	mul.wide.s32 	%rd24, %r2, 4;
+	add.s64 	%rd16, %rd23, %rd24;
+	mov.b32 	%r24, 0;
+	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
+	// begin inline asm
+	mov.u32 %r20, 0x0;
+	@%p4 ld.global.L1::evict_last.b32 { %r20 }, [ %rd16 + 0 ];
+	@!%p4 mov.u32 %r20, %r24;
+	// end inline asm
+	.loc	1 43 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:36
+	or.b32  	%r26, %r3, 64;
+	.loc	1 43 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:46
+	add.s32 	%r27, %r26, %r2;
+	.loc	1 43 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:31
+	mul.wide.s32 	%rd25, %r27, 2;
+	add.s64 	%rd17, %rd5, %rd25;
+	.loc	1 43 52                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:52
+	// begin inline asm
+	mov.u16 %rs4, 0x0;
+	@%p4 ld.global.L1::evict_last.b16 { %rs4 }, [ %rd17 + 0 ];
+	@!%p4 mov.u16 %rs4, %rs2;
+	// end inline asm
+	.loc	1 45 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:31
+	add.s64 	%rd18, %rd16, 256;
+	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
+	// begin inline asm
+	mov.u32 %r23, 0x0;
+	@%p4 ld.global.L1::evict_last.b32 { %r23 }, [ %rd18 + 0 ];
+	@!%p4 mov.u32 %r23, %r24;
+	// end inline asm
+	.loc	1 53 54                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:54
+	add.s32 	%r6, %r2, -64;
+	.loc	1 53 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:46
+	add.s32 	%r28, %r26, %r6;
+	.loc	1 53 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:31
+	mul.wide.s32 	%rd26, %r28, 2;
+	add.s64 	%rd19, %rd5, %rd26;
+	.loc	1 53 60                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:60
+	// begin inline asm
+	mov.u16 %rs7, 0x0;
+	@%p5 ld.global.L1::evict_last.b16 { %rs7 }, [ %rd19 + 0 ];
+	@!%p5 mov.u16 %rs7, %rs2;
+	// end inline asm
+	.loc	1 55 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:55:36
+	// begin inline asm
+	mov.u64 %rd20, 0x0;
+	@%p5 ld.global.L1::evict_last.b64 { %rd20 }, [ %rd10 + 0 ];
+	@!%p5 mov.u64 %rd20, 0x0;
+	// end inline asm
+	.loc	1 59 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:59:35
+	shr.u64 	%rd27, %rd20, 48;
+	and.b64  	%rd28, %rd27, 32768;
+	add.s64 	%rd4, %rd28, %rd20;
+	.loc	1 60 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:65
+	setp.lt.u64 	%p18, %rd4, 32768;
+	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
+	or.pred  	%p19, %p4, %p18;
+	@%p19 bra 	$L__BB0_4;
+	bra.uni 	$L__BB0_3;
+$L__BB0_4:
+	.loc	1 0 120                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:120
+	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_1_param_3];
+	// begin inline asm
+	cvt.f32.bf16 %r8, %rs1;
+	// end inline asm
+	mov.b32 	%f1, %r8;
+	cvt.s64.s32 	%rd3, %r2;
+	// begin inline asm
+	cvt.f32.bf16 %r22, %rs4;
+	// end inline asm
+	mov.b32 	%f2, %r22;
+	// begin inline asm
+	cvt.f32.bf16 %r25, %rs7;
+	// end inline asm
+	mov.b32 	%f3, %r25;
+	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
+	mov.b32 	%f4, %r20;
+	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
+	mov.b32 	%f5, %r23;
+	.loc	1 46 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:46:20
+	mul.f32 	%f6, %f2, %f5;
+	.loc	1 47 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:47:20
+	neg.f32 	%f7, %f6;
+	fma.rn.f32 	%f8, %f1, %f4, %f7;
+	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
+	bar.sync 	0;
+	.loc	1 61 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:31
+	shl.b64 	%rd33, %rd4, 9;
+	add.s64 	%rd34, %rd6, %rd33;
+	shl.b64 	%rd35, %rd3, 2;
+	add.s64 	%rd31, %rd34, %rd35;
+	add.s64 	%rd29, %rd31, -256;
+	.loc	1 61 58                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:58
+	// begin inline asm
+	mov.u32 %r29, 0x0;
+	@%p5 ld.global.L1::evict_last.b32 { %r29 }, [ %rd29 + 0 ];
+	@!%p5 mov.u32 %r29, %r24;
+	// end inline asm
+	mov.b32 	%f9, %r29;
+	.loc	1 63 41                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:41
+	add.s32 	%r35, %r3, %r6;
+	.loc	1 63 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:31
+	mul.wide.s32 	%rd36, %r35, 2;
+	add.s64 	%rd30, %rd5, %rd36;
+	.loc	1 63 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:55
+	// begin inline asm
+	mov.u16 %rs12, 0x0;
+	@%p5 ld.global.L1::evict_last.b16 { %rs12 }, [ %rd30 + 0 ];
+	@!%p5 mov.u16 %rs12, %rs2;
+	// end inline asm
+	.loc	1 63 106                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:106
+	// begin inline asm
+	cvt.f32.bf16 %r31, %rs12;
+	// end inline asm
+	mov.b32 	%f10, %r31;
+	.loc	1 65 63                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:65:63
+	// begin inline asm
+	mov.u32 %r32, 0x0;
+	@%p5 ld.global.L1::evict_last.b32 { %r32 }, [ %rd31 + 0 ];
+	@!%p5 mov.u32 %r32, %r24;
+	// end inline asm
+	mov.b32 	%f11, %r32;
+	.loc	1 66 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:66:20
+	mul.f32 	%f12, %f10, %f11;
+	.loc	1 67 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:67:20
+	fma.rn.f32 	%f13, %f3, %f9, %f12;
+	.loc	1 0 0                           // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:0
+	selp.f32 	%f14, %f8, %f13, %p4;
+	.loc	1 72 25                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:25
+	add.s64 	%rd32, %rd7, %rd12;
+	.loc	1 72 37                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:37
+	mov.b32 	%r34, %f14;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs14, %r34;
+	// end inline asm
+	mov.pred 	%p26, -1;
+	// begin inline asm
+	@%p26 st.global.b16 [ %rd32 + 0 ], { %rs14 };
+	// end inline asm
+	.loc	1 72 4                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:4
+	ret;
+$L__BB0_1:
+	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
+	mov.u64 	%rd44, assertMessage_0;
+	cvta.global.u64 	%rd45, %rd44;
+	mov.u64 	%rd46, assertFile_0;
+	cvta.global.u64 	%rd47, %rd46;
+	mov.u64 	%rd48, assertFunc_0;
+	cvta.global.u64 	%rd49, %rd48;
+	{ // callseq 3, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd45;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd47;
+	.param .b32 param2;
+	st.param.b32 	[param2], 40;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd49;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 3
+	trap;
+$L__BB0_3:
+	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
+	mov.u64 	%rd38, assertMessage_1;
+	cvta.global.u64 	%rd39, %rd38;
+	mov.u64 	%rd40, assertFile_1;
+	cvta.global.u64 	%rd41, %rd40;
+	mov.u64 	%rd42, assertFunc_1;
+	cvta.global.u64 	%rd43, %rd42;
+	{ // callseq 2, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd39;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd41;
+	.param .b32 param2;
+	st.param.b32 	[param2], 60;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd43;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 2
+	trap;
+$L__tmp1:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 0                                   // DW_CHILDREN_no
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 125                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 108
+.b8 122
+.b8 112
+.b8 116
+.b8 99
+.b8 121
+.b8 104
+.b8 117
+.b8 110
+.b8 100
+.b8 122
+.b8 113
+.b8 112
+.b8 103
+.b8 97
+.b8 116
+.b8 119
+.b8 117
+.b8 53
+.b8 111
+.b8 50
+.b8 54
+.b8 112
+.b8 53
+.b8 50
+.b8 112
+.b8 118
+.b8 115
+.b8 114
+.b8 114
+.b8 110
+.b8 98
+.b8 107
+.b8 101
+.b8 117
+.b8 120
+.b8 101
+.b8 108
+.b8 120
+.b8 105
+.b8 108
+.b8 121
+.b8 112
+.b8 112
+.b8 110
+.b8 100
+.b8 117
+.b8 54
+.b8 107
+.b8 105
+.b8 120
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 122
+.b8 0
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir
new file mode 100644
index 0000000..75d4bd2
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir
@@ -0,0 +1,181 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [1], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<32768> : tensor<128xi64, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<0> : tensor<128xi64, #blocked> loc(#loc1)
+    %cst_1 = arith.constant dense<0.000000e+00> : tensor<128xbf16, #blocked> loc(#loc1)
+    %cst_2 = arith.constant dense<-64> : tensor<128xi32, #blocked> loc(#loc1)
+    %cst_3 = arith.constant dense<64> : tensor<128xi32, #blocked> loc(#loc1)
+    %cst_4 = arith.constant dense<128> : tensor<128xi64, #blocked> loc(#loc1)
+    %cst_5 = arith.constant dense<0.000000e+00> : tensor<128xf32, #blocked> loc(#loc1)
+    %cst_6 = arith.constant dense<64> : tensor<128xi64, #blocked> loc(#loc1)
+    %cst_7 = arith.constant dense<512> : tensor<128xi32, #blocked> loc(#loc1)
+    %cst_8 = arith.constant dense<128> : tensor<128xi32, #blocked> loc(#loc1)
+    %cst_9 = arith.constant dense<true> : tensor<128xi1, #blocked> loc(#loc1)
+    %c128_i32 = arith.constant 128 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c128_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 128 : i32, start = 0 : i32} : tensor<128xi32, #blocked> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<128xi32, #blocked> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<128xi32, #blocked> loc(#loc5)
+    %5 = arith.remsi %4, %cst_8 : tensor<128xi32, #blocked> loc(#loc6)
+    %6 = arith.divsi %4, %cst_8 : tensor<128xi32, #blocked> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<128xi32, #blocked> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<128xi32, #blocked> to tensor<128xi64, #blocked> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst_6 : tensor<128xi64, #blocked> loc(#loc9)
+    %10 = arith.muli %6, %cst_8 : tensor<128xi32, #blocked> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<128xi32, #blocked> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc13)
+    %15 = arith.extf %14 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<128x!tt.ptr<i64>, #blocked> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<128x!tt.ptr<i64>, #blocked>, tensor<128xi32, #blocked> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>, #blocked> loc(#loc16)
+    %19 = arith.addi %18, %cst : tensor<128xi64, #blocked> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_0 : tensor<128xi64, #blocked> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<128xi1, #blocked>, tensor<128xi64, #blocked> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_0 : tensor<128xi64, #blocked> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst : tensor<128xi64, #blocked> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<128xi1, #blocked> loc(#loc22)
+    %25 = arith.xori %9, %cst_9 : tensor<128xi1, #blocked> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<128xi1, #blocked> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<128xi1, #blocked> loc(#loc25)
+    %27 = arith.muli %21, %cst_4 : tensor<128xi64, #blocked> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<128xi64, #blocked> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<128x!tt.ptr<f32>, #blocked> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<128xf32, #blocked> loc(#loc30)
+    %33 = arith.addi %10, %cst_3 : tensor<128xi32, #blocked> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<128xi32, #blocked> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc34)
+    %37 = arith.extf %36 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc35)
+    %38 = arith.addi %27, %cst_6 : tensor<128xi64, #blocked> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<128xi64, #blocked> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<128xf32, #blocked> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<128xf32, #blocked> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst_6 : tensor<128xi64, #blocked> loc(#loc42)
+    %45 = arith.addi %5, %cst_2 : tensor<128xi32, #blocked> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<128xi32, #blocked> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc46)
+    %49 = arith.extf %48 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>, #blocked> loc(#loc48)
+    %51 = arith.addi %50, %cst : tensor<128xi64, #blocked> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_0 : tensor<128xi64, #blocked> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<128xi1, #blocked>, tensor<128xi64, #blocked> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_0 : tensor<128xi64, #blocked> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst : tensor<128xi64, #blocked> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<128xi1, #blocked> loc(#loc54)
+    %57 = arith.xori %44, %cst_9 : tensor<128xi1, #blocked> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<128xi1, #blocked> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<128xi1, #blocked> loc(#loc57)
+    %59 = arith.muli %53, %cst_4 : tensor<128xi64, #blocked> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<128xi32, #blocked> to tensor<128xi64, #blocked> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<128xi64, #blocked> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<128xf32, #blocked> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<128xi32, #blocked> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc65)
+    %68 = arith.extf %67 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc66)
+    %69 = arith.addi %59, %cst_6 : tensor<128xi64, #blocked> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<128xi64, #blocked> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<128xf32, #blocked> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<128xf32, #blocked> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_5 : tensor<128xi1, #blocked>, tensor<128xf32, #blocked> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<128xi1, #blocked>, tensor<128xf32, #blocked> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<128xf32, #blocked> to tensor<128xbf16, #blocked> loc(#loc77)
+    tt.store %78, %79 : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir
new file mode 100644
index 0000000..9ec5c22
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir
@@ -0,0 +1,180 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
+module {
+  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<32768> : tensor<128xi64> loc(#loc1)
+    %cst_0 = arith.constant dense<0> : tensor<128xi64> loc(#loc1)
+    %cst_1 = arith.constant dense<0.000000e+00> : tensor<128xbf16> loc(#loc1)
+    %cst_2 = arith.constant dense<-64> : tensor<128xi32> loc(#loc1)
+    %cst_3 = arith.constant dense<64> : tensor<128xi32> loc(#loc1)
+    %cst_4 = arith.constant dense<128> : tensor<128xi64> loc(#loc1)
+    %cst_5 = arith.constant dense<0.000000e+00> : tensor<128xf32> loc(#loc1)
+    %cst_6 = arith.constant dense<64> : tensor<128xi64> loc(#loc1)
+    %cst_7 = arith.constant dense<512> : tensor<128xi32> loc(#loc1)
+    %cst_8 = arith.constant dense<128> : tensor<128xi32> loc(#loc1)
+    %cst_9 = arith.constant dense<true> : tensor<128xi1> loc(#loc1)
+    %c128_i32 = arith.constant 128 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c128_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 128 : i32, start = 0 : i32} : tensor<128xi32> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<128xi32> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<128xi32> loc(#loc5)
+    %5 = arith.remsi %4, %cst_8 : tensor<128xi32> loc(#loc6)
+    %6 = arith.divsi %4, %cst_8 : tensor<128xi32> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<128xi32> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<128xi32> to tensor<128xi64> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst_6 : tensor<128xi64> loc(#loc9)
+    %10 = arith.muli %6, %cst_8 : tensor<128xi32> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<128xi32> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc13)
+    %15 = arith.extf %14 : tensor<128xbf16> to tensor<128xf32> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<128x!tt.ptr<i64>> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<128x!tt.ptr<i64>>, tensor<128xi32> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>> loc(#loc16)
+    %19 = arith.addi %18, %cst : tensor<128xi64> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_0 : tensor<128xi64> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<128xi1>, tensor<128xi64> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_0 : tensor<128xi64> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst : tensor<128xi64> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<128xi1> loc(#loc22)
+    %25 = arith.xori %9, %cst_9 : tensor<128xi1> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<128xi1> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<128xi1> loc(#loc25)
+    %27 = arith.muli %21, %cst_4 : tensor<128xi64> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<128xi64> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<128x!tt.ptr<f32>> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<128xf32> loc(#loc30)
+    %33 = arith.addi %10, %cst_3 : tensor<128xi32> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<128xi32> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc34)
+    %37 = arith.extf %36 : tensor<128xbf16> to tensor<128xf32> loc(#loc35)
+    %38 = arith.addi %27, %cst_6 : tensor<128xi64> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<128xi64> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<128xf32> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<128xf32> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst_6 : tensor<128xi64> loc(#loc42)
+    %45 = arith.addi %5, %cst_2 : tensor<128xi32> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<128xi32> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc46)
+    %49 = arith.extf %48 : tensor<128xbf16> to tensor<128xf32> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>> loc(#loc48)
+    %51 = arith.addi %50, %cst : tensor<128xi64> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_0 : tensor<128xi64> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<128xi1>, tensor<128xi64> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_0 : tensor<128xi64> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst : tensor<128xi64> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<128xi1> loc(#loc54)
+    %57 = arith.xori %44, %cst_9 : tensor<128xi1> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<128xi1> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<128xi1> loc(#loc57)
+    %59 = arith.muli %53, %cst_4 : tensor<128xi64> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<128xi32> to tensor<128xi64> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<128xi64> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<128xf32> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<128xi32> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc65)
+    %68 = arith.extf %67 : tensor<128xbf16> to tensor<128xf32> loc(#loc66)
+    %69 = arith.addi %59, %cst_6 : tensor<128xi64> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<128xi64> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<128xf32> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<128xf32> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_5 : tensor<128xi1>, tensor<128xf32> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<128xi1>, tensor<128xf32> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<128xf32> to tensor<128xbf16> loc(#loc77)
+    tt.store %78, %79 : tensor<128x!tt.ptr<bf16>> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
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diff --git a/tmp/torchinductor_ljp/triton/0/q4oIpkjOtdHHfi8xBkm4jC4JWIk5AjKtN8WRkZb8MD8/cuda_utils.so b/tmp/torchinductor_ljp/triton/0/q4oIpkjOtdHHfi8xBkm4jC4JWIk5AjKtN8WRkZb8MD8/cuda_utils.so
new file mode 100644
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diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json
new file mode 100644
index 0000000..f0c1f82
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json
@@ -0,0 +1 @@
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diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.json
new file mode 100644
index 0000000..c52696e
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.json
@@ -0,0 +1 @@
+{"hash": "af17798c664eedd7cb0991c56daf149e34f3987797712820341c7e9b03a57406", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 8, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir
new file mode 100644
index 0000000..5092fdf
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir
@@ -0,0 +1,246 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-p3:32:32-p4:32:32-p5:32:32-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
+@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
+@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
+@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
+@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
+@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
+
+; Function Attrs: noreturn
+declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
+
+define void @triton_poi_fused__to_copy_cat_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
+  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
+  %7 = shl i32 %6, 9, !dbg !13
+  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
+  %9 = shl i32 %8, 1, !dbg !14
+  %10 = and i32 %9, 510, !dbg !14
+  %11 = or disjoint i32 %7, %10, !dbg !15
+  %.frozen = freeze i32 %11, !dbg !16
+  %12 = sdiv i32 %.frozen, 128, !dbg !16
+  %13 = mul i32 %12, 128, !dbg !17
+  %.decomposed = sub i32 %.frozen, %13, !dbg !17
+  %14 = sdiv i32 %11, 3584, !dbg !18
+  %15 = icmp slt i32 %.decomposed, 64, !dbg !19
+  %16 = shl nsw i32 %12, 7, !dbg !20
+  %17 = add i32 %16, %.decomposed, !dbg !21
+  %18 = sext i32 %17 to i64, !dbg !22
+  %19 = getelementptr bfloat, ptr addrspace(1) %0, i64 %18, !dbg !22
+  %20 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %19, i1 %15, i32 0, i1 %15) #3, !dbg !23
+  %21 = bitcast i32 %20 to <2 x bfloat>, !dbg !23
+  %22 = extractelement <2 x bfloat> %21, i64 0, !dbg !23
+  %23 = extractelement <2 x bfloat> %21, i64 1, !dbg !23
+  %24 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %22) #3, !dbg !24
+  %25 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #3, !dbg !24
+  %26 = sext i32 %14 to i64, !dbg !25
+  %27 = getelementptr i64, ptr addrspace(1) %1, i64 %26, !dbg !25
+  %28 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
+  %29 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
+  %30 = lshr i64 %28, 48, !dbg !27
+  %31 = and i64 %30, 32768, !dbg !27
+  %32 = add i64 %31, %28, !dbg !27
+  %33 = icmp ugt i64 %32, 32767, !dbg !28
+  %.not1 = and i1 %15, %33, !dbg !29
+  br i1 %.not1, label %34, label %35, !dbg !29
+
+34:                                               ; preds = %5
+  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
+  unreachable, !dbg !29
+
+35:                                               ; preds = %5
+  %36 = sext i32 %.decomposed to i64, !dbg !19
+  tail call void @llvm.nvvm.barrier0(), !dbg !29
+  %37 = shl i64 %32, 7, !dbg !30
+  %38 = getelementptr float, ptr addrspace(1) %2, i64 %37, !dbg !31
+  %39 = getelementptr float, ptr addrspace(1) %38, i64 %36, !dbg !31
+  %40 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %39, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
+  %41 = or disjoint i32 %16, 64, !dbg !33
+  %42 = add i32 %41, %.decomposed, !dbg !34
+  %43 = sext i32 %42 to i64, !dbg !35
+  %44 = getelementptr bfloat, ptr addrspace(1) %0, i64 %43, !dbg !35
+  %45 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %44, i1 %15, i32 0, i1 %15) #3, !dbg !36
+  %46 = bitcast i32 %45 to <2 x bfloat>, !dbg !36
+  %47 = extractelement <2 x bfloat> %46, i64 0, !dbg !36
+  %48 = extractelement <2 x bfloat> %46, i64 1, !dbg !36
+  %49 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %47) #3, !dbg !37
+  %50 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %48) #3, !dbg !37
+  %51 = or disjoint i64 %37, 64, !dbg !38
+  %52 = getelementptr float, ptr addrspace(1) %2, i64 %51, !dbg !39
+  %53 = getelementptr float, ptr addrspace(1) %52, i64 %36, !dbg !39
+  %54 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %53, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
+  %55 = icmp sgt i32 %.decomposed, 63, !dbg !41
+  %56 = add nsw i32 %.decomposed, -64, !dbg !42
+  %57 = add i32 %41, %56, !dbg !43
+  %58 = sext i32 %57 to i64, !dbg !44
+  %59 = getelementptr bfloat, ptr addrspace(1) %0, i64 %58, !dbg !44
+  %60 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %59, i1 %55, i32 0, i1 %55) #3, !dbg !45
+  %61 = bitcast i32 %60 to <2 x bfloat>, !dbg !45
+  %62 = extractelement <2 x bfloat> %61, i64 0, !dbg !45
+  %63 = extractelement <2 x bfloat> %61, i64 1, !dbg !45
+  %64 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %62) #3, !dbg !46
+  %65 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %63) #3, !dbg !46
+  %66 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
+  %67 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
+  %68 = lshr i64 %66, 48, !dbg !48
+  %69 = and i64 %68, 32768, !dbg !48
+  %70 = add i64 %69, %66, !dbg !48
+  %71 = icmp ugt i64 %70, 32767, !dbg !49
+  %.not2 = and i1 %55, %71, !dbg !50
+  br i1 %.not2, label %72, label %73, !dbg !50
+
+72:                                               ; preds = %35
+  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
+  unreachable, !dbg !50
+
+73:                                               ; preds = %35
+  %74 = extractvalue { i32, i32 } %40, 1, !dbg !32
+  %75 = bitcast i32 %74 to float, !dbg !32
+  %76 = fmul float %25, %75, !dbg !51
+  %77 = extractvalue { i32, i32 } %54, 1, !dbg !40
+  %78 = bitcast i32 %77 to float, !dbg !40
+  %79 = fmul float %50, %78, !dbg !52
+  %80 = fsub float %76, %79, !dbg !53
+  %81 = extractvalue { i32, i32 } %40, 0, !dbg !32
+  %82 = bitcast i32 %81 to float, !dbg !32
+  %83 = fmul float %24, %82, !dbg !51
+  %84 = extractvalue { i32, i32 } %54, 0, !dbg !40
+  %85 = bitcast i32 %84 to float, !dbg !40
+  %86 = fmul float %49, %85, !dbg !52
+  %87 = fsub float %83, %86, !dbg !53
+  tail call void @llvm.nvvm.barrier0(), !dbg !50
+  %88 = shl i64 %70, 7, !dbg !54
+  %89 = sext i32 %56 to i64, !dbg !55
+  %90 = getelementptr float, ptr addrspace(1) %2, i64 %88, !dbg !56
+  %91 = getelementptr float, ptr addrspace(1) %90, i64 %89, !dbg !56
+  %92 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %91, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !57
+  %93 = extractvalue { i32, i32 } %92, 0, !dbg !57
+  %94 = extractvalue { i32, i32 } %92, 1, !dbg !57
+  %95 = bitcast i32 %93 to float, !dbg !57
+  %96 = bitcast i32 %94 to float, !dbg !57
+  %97 = fmul float %64, %95, !dbg !58
+  %98 = fmul float %65, %96, !dbg !58
+  %99 = add i32 %16, %56, !dbg !59
+  %100 = sext i32 %99 to i64, !dbg !60
+  %101 = getelementptr bfloat, ptr addrspace(1) %0, i64 %100, !dbg !60
+  %102 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %101, i1 %55, i32 0, i1 %55) #3, !dbg !61
+  %103 = bitcast i32 %102 to <2 x bfloat>, !dbg !61
+  %104 = extractelement <2 x bfloat> %103, i64 0, !dbg !61
+  %105 = extractelement <2 x bfloat> %103, i64 1, !dbg !61
+  %106 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %104) #3, !dbg !62
+  %107 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %105) #3, !dbg !62
+  %108 = or disjoint i64 %88, 64, !dbg !63
+  %109 = getelementptr float, ptr addrspace(1) %2, i64 %108, !dbg !64
+  %110 = getelementptr float, ptr addrspace(1) %109, i64 %89, !dbg !64
+  %111 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %110, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !65
+  %112 = extractvalue { i32, i32 } %111, 0, !dbg !65
+  %113 = extractvalue { i32, i32 } %111, 1, !dbg !65
+  %114 = bitcast i32 %112 to float, !dbg !65
+  %115 = bitcast i32 %113 to float, !dbg !65
+  %116 = fmul float %106, %114, !dbg !66
+  %117 = fmul float %107, %115, !dbg !66
+  %118 = fadd float %97, %116, !dbg !67
+  %119 = fadd float %98, %117, !dbg !67
+  %120 = select i1 %15, float %87, float %118, !dbg !68
+  %121 = select i1 %15, float %80, float %119, !dbg !68
+  %122 = sext i32 %11 to i64, !dbg !69
+  %123 = getelementptr bfloat, ptr addrspace(1) %3, i64 %122, !dbg !69
+  %124 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %120) #3, !dbg !70
+  %125 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %121) #3, !dbg !70
+  %126 = insertelement <2 x bfloat> poison, bfloat %124, i64 0, !dbg !70
+  %127 = insertelement <2 x bfloat> %126, bfloat %125, i64 1, !dbg !70
+  %128 = bitcast <2 x bfloat> %127 to i32, !dbg !70
+  tail call void asm sideeffect "@$2 st.global.b32 [ $1 + 0 ], { $0 };", "r,l,b"(i32 %128, ptr addrspace(1) %123, i1 true) #3, !dbg !70
+  ret void, !dbg !71
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
+
+; Function Attrs: convergent nocallback nounwind
+declare void @llvm.nvvm.barrier0() #2
+
+attributes #0 = { noreturn }
+attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #2 = { convergent nocallback nounwind }
+attributes #3 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b")
+!4 = !{ptr @triton_poi_fused__to_copy_cat_0, !"kernel", i32 1}
+!5 = !{ptr @triton_poi_fused__to_copy_cat_0, !"reqntidx", i32 256}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
+!8 = !DIFile(filename: "<unknown>", directory: "")
+!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
+!10 = !{}
+!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_0", linkageName: "triton_poi_fused__to_copy_cat_0", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!12 = !DILocation(line: 21, column: 28, scope: !11)
+!13 = !DILocation(line: 21, column: 33, scope: !11)
+!14 = !DILocation(line: 22, column: 36, scope: !11)
+!15 = !DILocation(line: 22, column: 23, scope: !11)
+!16 = !DILocation(line: 25, column: 19, scope: !11)
+!17 = !DILocation(line: 24, column: 19, scope: !11)
+!18 = !DILocation(line: 26, column: 19, scope: !11)
+!19 = !DILocation(line: 32, column: 18, scope: !11)
+!20 = !DILocation(line: 33, column: 34, scope: !11)
+!21 = !DILocation(line: 33, column: 40, scope: !11)
+!22 = !DILocation(line: 33, column: 30, scope: !11)
+!23 = !DILocation(line: 33, column: 46, scope: !11)
+!24 = !DILocation(line: 33, column: 96, scope: !11)
+!25 = !DILocation(line: 35, column: 30, scope: !11)
+!26 = !DILocation(line: 35, column: 35, scope: !11)
+!27 = !DILocation(line: 39, column: 34, scope: !11)
+!28 = !DILocation(line: 40, column: 65, scope: !11)
+!29 = !DILocation(line: 40, column: 119, scope: !11)
+!30 = !DILocation(line: 41, column: 35, scope: !11)
+!31 = !DILocation(line: 41, column: 31, scope: !11)
+!32 = !DILocation(line: 41, column: 50, scope: !11)
+!33 = !DILocation(line: 43, column: 36, scope: !11)
+!34 = !DILocation(line: 43, column: 46, scope: !11)
+!35 = !DILocation(line: 43, column: 31, scope: !11)
+!36 = !DILocation(line: 43, column: 52, scope: !11)
+!37 = !DILocation(line: 43, column: 102, scope: !11)
+!38 = !DILocation(line: 45, column: 36, scope: !11)
+!39 = !DILocation(line: 45, column: 31, scope: !11)
+!40 = !DILocation(line: 45, column: 55, scope: !11)
+!41 = !DILocation(line: 50, column: 20, scope: !11)
+!42 = !DILocation(line: 53, column: 54, scope: !11)
+!43 = !DILocation(line: 53, column: 46, scope: !11)
+!44 = !DILocation(line: 53, column: 31, scope: !11)
+!45 = !DILocation(line: 53, column: 60, scope: !11)
+!46 = !DILocation(line: 53, column: 111, scope: !11)
+!47 = !DILocation(line: 55, column: 36, scope: !11)
+!48 = !DILocation(line: 59, column: 35, scope: !11)
+!49 = !DILocation(line: 60, column: 65, scope: !11)
+!50 = !DILocation(line: 60, column: 120, scope: !11)
+!51 = !DILocation(line: 42, column: 19, scope: !11)
+!52 = !DILocation(line: 46, column: 20, scope: !11)
+!53 = !DILocation(line: 47, column: 20, scope: !11)
+!54 = !DILocation(line: 61, column: 35, scope: !11)
+!55 = !DILocation(line: 61, column: 44, scope: !11)
+!56 = !DILocation(line: 61, column: 31, scope: !11)
+!57 = !DILocation(line: 61, column: 58, scope: !11)
+!58 = !DILocation(line: 62, column: 20, scope: !11)
+!59 = !DILocation(line: 63, column: 41, scope: !11)
+!60 = !DILocation(line: 63, column: 31, scope: !11)
+!61 = !DILocation(line: 63, column: 55, scope: !11)
+!62 = !DILocation(line: 63, column: 106, scope: !11)
+!63 = !DILocation(line: 65, column: 36, scope: !11)
+!64 = !DILocation(line: 65, column: 31, scope: !11)
+!65 = !DILocation(line: 65, column: 63, scope: !11)
+!66 = !DILocation(line: 66, column: 20, scope: !11)
+!67 = !DILocation(line: 67, column: 20, scope: !11)
+!68 = !DILocation(line: 0, scope: !11)
+!69 = !DILocation(line: 72, column: 25, scope: !11)
+!70 = !DILocation(line: 72, column: 37, scope: !11)
+!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx
new file mode 100644
index 0000000..c922b34
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx
@@ -0,0 +1,517 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_poi_fused__to_copy_cat_0 // -- Begin function triton_poi_fused__to_copy_cat_0
+.extern .func __assertfail
+(
+	.param .b64 __assertfail_param_0,
+	.param .b64 __assertfail_param_1,
+	.param .b32 __assertfail_param_2,
+	.param .b64 __assertfail_param_3,
+	.param .b64 __assertfail_param_4
+)
+.noreturn;
+.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
+.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
+.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+                                        // @triton_poi_fused__to_copy_cat_0
+.visible .entry triton_poi_fused__to_copy_cat_0(
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_0,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_1,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_2,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_3,
+	.param .u32 triton_poi_fused__to_copy_cat_0_param_4
+)
+.reqntid 256, 1, 1
+{
+	.reg .pred 	%p<36>;
+	.reg .b16 	%rs<21>;
+	.reg .b32 	%r<67>;
+	.reg .f32 	%f<29>;
+	.reg .b64 	%rd<54>;
+	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd5, [triton_poi_fused__to_copy_cat_0_param_0];
+	ld.param.u64 	%rd13, [triton_poi_fused__to_copy_cat_0_param_1];
+$L__tmp0:
+	.loc	1 21 28                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:28
+	// begin inline asm
+	mov.u32 %r9, %ctaid.x;
+	// end inline asm
+	.loc	1 21 33                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:33
+	shl.b32 	%r14, %r9, 9;
+	.loc	1 22 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:36
+	mov.u32 	%r15, %tid.x;
+	shl.b32 	%r16, %r15, 1;
+	and.b32  	%r17, %r16, 510;
+	.loc	1 22 23                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:23
+	or.b32  	%r1, %r14, %r17;
+	.loc	1 25 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:25:19
+	shr.s32 	%r19, %r1, 31;
+	shr.u32 	%r20, %r19, 25;
+	add.s32 	%r21, %r1, %r20;
+	.loc	1 24 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:24:19
+	and.b32  	%r3, %r21, -128;
+	sub.s32 	%r2, %r1, %r3;
+	.loc	1 26 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:26:19
+	mul.hi.s32 	%r22, %r1, -1840700269;
+	mad.lo.s32 	%r23, %r1, 1, %r22;
+	shr.u32 	%r24, %r23, 31;
+	shr.s32 	%r25, %r23, 11;
+	add.s32 	%r26, %r25, %r24;
+	.loc	1 32 18                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:32:18
+	setp.gt.s32 	%p7, %r2, 63;
+	setp.lt.s32 	%p6, %r2, 64;
+	.loc	1 33 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:30
+	mul.wide.s32 	%rd14, %r1, 2;
+	add.s64 	%rd8, %rd5, %rd14;
+	mov.b32 	%r11, 0;
+	.loc	1 33 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:46
+	// begin inline asm
+	mov.u32 %r10, 0x0;
+	@%p6 ld.global.L1::evict_last.b32 { %r10 }, [ %rd8 + 0 ];
+	@!%p6 mov.u32 %r10, %r11;
+	// end inline asm
+	mov.b32 	{%rs3, %rs4}, %r10;
+	.loc	1 35 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:30
+	mul.wide.s32 	%rd15, %r26, 8;
+	add.s64 	%rd12, %rd13, %rd15;
+	.loc	1 35 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:35
+	// begin inline asm
+	mov.u64 %rd9, 0x0;
+	@%p6 ld.global.L1::evict_last.b64 { %rd9 }, [ %rd12 + 0 ];
+	@!%p6 mov.u64 %rd9, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd11, 0x0;
+	@%p6 ld.global.L1::evict_last.b64 { %rd11 }, [ %rd12 + 0 ];
+	@!%p6 mov.u64 %rd11, 0x0;
+	// end inline asm
+	.loc	1 39 34                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:39:34
+	shr.u64 	%rd16, %rd9, 48;
+	and.b64  	%rd17, %rd16, 32768;
+	add.s64 	%rd2, %rd17, %rd9;
+	.loc	1 40 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:65
+	setp.lt.u64 	%p8, %rd2, 32768;
+	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
+	or.pred  	%p9, %p7, %p8;
+	@%p9 bra 	$L__BB0_2;
+	bra.uni 	$L__BB0_1;
+$L__BB0_2:
+	.loc	1 0 119                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:119
+	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_0_param_2];
+	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
+	bar.sync 	0;
+	.loc	1 41 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:31
+	shl.b64 	%rd26, %rd2, 9;
+	add.s64 	%rd27, %rd6, %rd26;
+	mul.wide.s32 	%rd28, %r2, 4;
+	add.s64 	%rd18, %rd27, %rd28;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	// begin inline asm
+	mov.u32 %r28, 0x0;
+	mov.u32 %r29, 0x0;
+	@%p6 ld.global.L1::evict_last.v2.b32 { %r28, %r29 }, [ %rd18 + 0 ];
+	@!%p6 mov.u32 %r28, %r11;
+	@!%p6 mov.u32 %r29, %r11;
+	// end inline asm
+	.loc	1 43 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:36
+	or.b32  	%r44, %r3, 64;
+	.loc	1 43 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:46
+	add.s32 	%r45, %r44, %r2;
+	.loc	1 43 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:31
+	mul.wide.s32 	%rd29, %r45, 2;
+	add.s64 	%rd19, %rd5, %rd29;
+	.loc	1 43 52                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:52
+	// begin inline asm
+	mov.u32 %r32, 0x0;
+	@%p6 ld.global.L1::evict_last.b32 { %r32 }, [ %rd19 + 0 ];
+	@!%p6 mov.u32 %r32, %r11;
+	// end inline asm
+	mov.b32 	{%rs9, %rs10}, %r32;
+	.loc	1 45 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:31
+	add.s64 	%rd20, %rd18, 256;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	// begin inline asm
+	mov.u32 %r36, 0x0;
+	mov.u32 %r37, 0x0;
+	@%p6 ld.global.L1::evict_last.v2.b32 { %r36, %r37 }, [ %rd20 + 0 ];
+	@!%p6 mov.u32 %r36, %r11;
+	@!%p6 mov.u32 %r37, %r11;
+	// end inline asm
+	.loc	1 53 54                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:54
+	add.s32 	%r8, %r2, -64;
+	.loc	1 53 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:46
+	add.s32 	%r47, %r44, %r8;
+	.loc	1 53 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:31
+	mul.wide.s32 	%rd30, %r47, 2;
+	add.s64 	%rd21, %rd5, %rd30;
+	.loc	1 53 60                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:60
+	// begin inline asm
+	mov.u32 %r40, 0x0;
+	@%p7 ld.global.L1::evict_last.b32 { %r40 }, [ %rd21 + 0 ];
+	@!%p7 mov.u32 %r40, %r11;
+	// end inline asm
+	mov.b32 	{%rs11, %rs12}, %r40;
+	.loc	1 55 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:55:36
+	// begin inline asm
+	mov.u64 %rd22, 0x0;
+	@%p7 ld.global.L1::evict_last.b64 { %rd22 }, [ %rd12 + 0 ];
+	@!%p7 mov.u64 %rd22, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd24, 0x0;
+	@%p7 ld.global.L1::evict_last.b64 { %rd24 }, [ %rd12 + 0 ];
+	@!%p7 mov.u64 %rd24, 0x0;
+	// end inline asm
+	.loc	1 59 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:59:35
+	shr.u64 	%rd31, %rd22, 48;
+	and.b64  	%rd32, %rd31, 32768;
+	add.s64 	%rd4, %rd32, %rd22;
+	.loc	1 60 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:65
+	setp.lt.u64 	%p24, %rd4, 32768;
+	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
+	or.pred  	%p25, %p6, %p24;
+	@%p25 bra 	$L__BB0_4;
+	bra.uni 	$L__BB0_3;
+$L__BB0_4:
+	.loc	1 0 120                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:120
+	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_0_param_3];
+	// begin inline asm
+	cvt.f32.bf16 %r12, %rs3;
+	// end inline asm
+	mov.b32 	%f1, %r12;
+	// begin inline asm
+	cvt.f32.bf16 %r13, %rs4;
+	// end inline asm
+	mov.b32 	%f2, %r13;
+	cvt.s64.s32 	%rd3, %r2;
+	// begin inline asm
+	cvt.f32.bf16 %r34, %rs9;
+	// end inline asm
+	mov.b32 	%f3, %r34;
+	// begin inline asm
+	cvt.f32.bf16 %r35, %rs10;
+	// end inline asm
+	mov.b32 	%f4, %r35;
+	// begin inline asm
+	cvt.f32.bf16 %r42, %rs11;
+	// end inline asm
+	mov.b32 	%f5, %r42;
+	// begin inline asm
+	cvt.f32.bf16 %r43, %rs12;
+	// end inline asm
+	mov.b32 	%f6, %r43;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f7, %r29;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f8, %r37;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f9, %f4, %f8;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f10, %f9;
+	fma.rn.f32 	%f11, %f2, %f7, %f10;
+	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
+	mov.b32 	%f12, %r28;
+	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
+	mov.b32 	%f13, %r36;
+	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
+	mul.f32 	%f14, %f3, %f13;
+	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
+	neg.f32 	%f15, %f14;
+	fma.rn.f32 	%f16, %f1, %f12, %f15;
+	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
+	bar.sync 	0;
+	.loc	1 61 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:31
+	shl.b64 	%rd37, %rd4, 9;
+	add.s64 	%rd38, %rd6, %rd37;
+	shl.b64 	%rd39, %rd3, 2;
+	add.s64 	%rd35, %rd38, %rd39;
+	add.s64 	%rd33, %rd35, -256;
+	.loc	1 61 58                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:58
+	// begin inline asm
+	mov.u32 %r49, 0x0;
+	mov.u32 %r50, 0x0;
+	@%p7 ld.global.L1::evict_last.v2.b32 { %r49, %r50 }, [ %rd33 + 0 ];
+	@!%p7 mov.u32 %r49, %r11;
+	@!%p7 mov.u32 %r50, %r11;
+	// end inline asm
+	mov.b32 	%f17, %r49;
+	mov.b32 	%f18, %r50;
+	.loc	1 63 41                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:41
+	add.s32 	%r64, %r3, %r8;
+	.loc	1 63 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:31
+	mul.wide.s32 	%rd40, %r64, 2;
+	add.s64 	%rd34, %rd5, %rd40;
+	.loc	1 63 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:55
+	// begin inline asm
+	mov.u32 %r53, 0x0;
+	@%p7 ld.global.L1::evict_last.b32 { %r53 }, [ %rd34 + 0 ];
+	@!%p7 mov.u32 %r53, %r11;
+	// end inline asm
+	mov.b32 	{%rs17, %rs18}, %r53;
+	.loc	1 63 106                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:106
+	// begin inline asm
+	cvt.f32.bf16 %r55, %rs17;
+	// end inline asm
+	mov.b32 	%f19, %r55;
+	// begin inline asm
+	cvt.f32.bf16 %r56, %rs18;
+	// end inline asm
+	mov.b32 	%f20, %r56;
+	.loc	1 65 63                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:65:63
+	// begin inline asm
+	mov.u32 %r57, 0x0;
+	mov.u32 %r58, 0x0;
+	@%p7 ld.global.L1::evict_last.v2.b32 { %r57, %r58 }, [ %rd35 + 0 ];
+	@!%p7 mov.u32 %r57, %r11;
+	@!%p7 mov.u32 %r58, %r11;
+	// end inline asm
+	mov.b32 	%f21, %r57;
+	mov.b32 	%f22, %r58;
+	.loc	1 66 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:66:20
+	mul.f32 	%f23, %f19, %f21;
+	mul.f32 	%f24, %f20, %f22;
+	.loc	1 67 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:67:20
+	fma.rn.f32 	%f25, %f5, %f17, %f23;
+	fma.rn.f32 	%f26, %f6, %f18, %f24;
+	.loc	1 0 0                           // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:0
+	selp.f32 	%f27, %f16, %f25, %p6;
+	selp.f32 	%f28, %f11, %f26, %p6;
+	.loc	1 72 25                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:25
+	add.s64 	%rd36, %rd7, %rd14;
+	.loc	1 72 37                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:37
+	mov.b32 	%r61, %f27;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs15, %r61;
+	// end inline asm
+	mov.b32 	%r62, %f28;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs16, %r62;
+	// end inline asm
+	mov.b32 	%r66, {%rs15, %rs16};
+	mov.pred 	%p34, -1;
+	// begin inline asm
+	@%p34 st.global.b32 [ %rd36 + 0 ], { %r66 };
+	// end inline asm
+	.loc	1 72 4                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:4
+	ret;
+$L__BB0_1:
+	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
+	mov.u64 	%rd48, assertMessage_0;
+	cvta.global.u64 	%rd49, %rd48;
+	mov.u64 	%rd50, assertFile_0;
+	cvta.global.u64 	%rd51, %rd50;
+	mov.u64 	%rd52, assertFunc_0;
+	cvta.global.u64 	%rd53, %rd52;
+	{ // callseq 3, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd49;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd51;
+	.param .b32 param2;
+	st.param.b32 	[param2], 40;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd53;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 3
+	trap;
+$L__BB0_3:
+	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
+	mov.u64 	%rd42, assertMessage_1;
+	cvta.global.u64 	%rd43, %rd42;
+	mov.u64 	%rd44, assertFile_1;
+	cvta.global.u64 	%rd45, %rd44;
+	mov.u64 	%rd46, assertFunc_1;
+	cvta.global.u64 	%rd47, %rd46;
+	{ // callseq 2, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd43;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd45;
+	.param .b32 param2;
+	st.param.b32 	[param2], 60;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd47;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 2
+	trap;
+$L__tmp1:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 0                                   // DW_CHILDREN_no
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 125                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 55
+.b8 98
+.b8 120
+.b8 122
+.b8 106
+.b8 51
+.b8 105
+.b8 102
+.b8 112
+.b8 105
+.b8 98
+.b8 113
+.b8 111
+.b8 53
+.b8 122
+.b8 114
+.b8 113
+.b8 99
+.b8 55
+.b8 100
+.b8 54
+.b8 118
+.b8 102
+.b8 117
+.b8 119
+.b8 55
+.b8 106
+.b8 51
+.b8 101
+.b8 99
+.b8 119
+.b8 109
+.b8 111
+.b8 119
+.b8 97
+.b8 111
+.b8 119
+.b8 102
+.b8 119
+.b8 53
+.b8 120
+.b8 100
+.b8 112
+.b8 106
+.b8 55
+.b8 114
+.b8 101
+.b8 50
+.b8 53
+.b8 55
+.b8 106
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 55
+.b8 98
+.b8 0
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir
new file mode 100644
index 0000000..098f8b0
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir
@@ -0,0 +1,181 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [2], threadsPerWarp = [32], warpsPerCTA = [8], order = [0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 8 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<64> : tensor<512xi64, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<0.000000e+00> : tensor<512xf32, #blocked> loc(#loc1)
+    %cst_1 = arith.constant dense<128> : tensor<512xi64, #blocked> loc(#loc1)
+    %cst_2 = arith.constant dense<0> : tensor<512xi64, #blocked> loc(#loc1)
+    %cst_3 = arith.constant dense<32768> : tensor<512xi64, #blocked> loc(#loc1)
+    %cst_4 = arith.constant dense<0.000000e+00> : tensor<512xbf16, #blocked> loc(#loc1)
+    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
+    %cst_5 = arith.constant dense<true> : tensor<512xi1, #blocked> loc(#loc1)
+    %cst_6 = arith.constant dense<128> : tensor<512xi32, #blocked> loc(#loc1)
+    %cst_7 = arith.constant dense<3584> : tensor<512xi32, #blocked> loc(#loc1)
+    %cst_8 = arith.constant dense<64> : tensor<512xi32, #blocked> loc(#loc1)
+    %cst_9 = arith.constant dense<-64> : tensor<512xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32, #blocked> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<512xi32, #blocked> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<512xi32, #blocked> loc(#loc5)
+    %5 = arith.remsi %4, %cst_6 : tensor<512xi32, #blocked> loc(#loc6)
+    %6 = arith.divsi %4, %cst_6 : tensor<512xi32, #blocked> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<512xi32, #blocked> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<512xi32, #blocked> to tensor<512xi64, #blocked> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst : tensor<512xi64, #blocked> loc(#loc9)
+    %10 = arith.muli %6, %cst_6 : tensor<512xi32, #blocked> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<512xi32, #blocked> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc13)
+    %15 = arith.extf %14 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<512x!tt.ptr<i64>, #blocked> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<512x!tt.ptr<i64>, #blocked>, tensor<512xi32, #blocked> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_2 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>, #blocked> loc(#loc16)
+    %19 = arith.addi %18, %cst_3 : tensor<512xi64, #blocked> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_2 : tensor<512xi64, #blocked> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<512xi1, #blocked>, tensor<512xi64, #blocked> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_2 : tensor<512xi64, #blocked> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst_3 : tensor<512xi64, #blocked> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<512xi1, #blocked> loc(#loc22)
+    %25 = arith.xori %9, %cst_5 : tensor<512xi1, #blocked> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<512xi1, #blocked> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<512xi1, #blocked> loc(#loc25)
+    %27 = arith.muli %21, %cst_1 : tensor<512xi64, #blocked> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<512xi64, #blocked> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<512x!tt.ptr<f32>, #blocked> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<512xf32, #blocked> loc(#loc30)
+    %33 = arith.addi %10, %cst_8 : tensor<512xi32, #blocked> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<512xi32, #blocked> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc34)
+    %37 = arith.extf %36 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc35)
+    %38 = arith.addi %27, %cst : tensor<512xi64, #blocked> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<512xi64, #blocked> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<512xf32, #blocked> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<512xf32, #blocked> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst : tensor<512xi64, #blocked> loc(#loc42)
+    %45 = arith.addi %5, %cst_9 : tensor<512xi32, #blocked> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<512xi32, #blocked> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc46)
+    %49 = arith.extf %48 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_2 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>, #blocked> loc(#loc48)
+    %51 = arith.addi %50, %cst_3 : tensor<512xi64, #blocked> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_2 : tensor<512xi64, #blocked> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<512xi1, #blocked>, tensor<512xi64, #blocked> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_2 : tensor<512xi64, #blocked> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst_3 : tensor<512xi64, #blocked> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<512xi1, #blocked> loc(#loc54)
+    %57 = arith.xori %44, %cst_5 : tensor<512xi1, #blocked> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<512xi1, #blocked> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<512xi1, #blocked> loc(#loc57)
+    %59 = arith.muli %53, %cst_1 : tensor<512xi64, #blocked> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<512xi32, #blocked> to tensor<512xi64, #blocked> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<512xi64, #blocked> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<512xf32, #blocked> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<512xi32, #blocked> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc65)
+    %68 = arith.extf %67 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc66)
+    %69 = arith.addi %59, %cst : tensor<512xi64, #blocked> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<512xi64, #blocked> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<512xf32, #blocked> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<512xf32, #blocked> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_0 : tensor<512xi1, #blocked>, tensor<512xf32, #blocked> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<512xi1, #blocked>, tensor<512xf32, #blocked> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<512xf32, #blocked> to tensor<512xbf16, #blocked> loc(#loc77)
+    tt.store %78, %79 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir
new file mode 100644
index 0000000..c9549bc
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir
@@ -0,0 +1,180 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
+module {
+  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<32768> : tensor<512xi64> loc(#loc1)
+    %cst_0 = arith.constant dense<0> : tensor<512xi64> loc(#loc1)
+    %cst_1 = arith.constant dense<0.000000e+00> : tensor<512xbf16> loc(#loc1)
+    %cst_2 = arith.constant dense<-64> : tensor<512xi32> loc(#loc1)
+    %cst_3 = arith.constant dense<64> : tensor<512xi32> loc(#loc1)
+    %cst_4 = arith.constant dense<128> : tensor<512xi64> loc(#loc1)
+    %cst_5 = arith.constant dense<0.000000e+00> : tensor<512xf32> loc(#loc1)
+    %cst_6 = arith.constant dense<64> : tensor<512xi64> loc(#loc1)
+    %cst_7 = arith.constant dense<3584> : tensor<512xi32> loc(#loc1)
+    %cst_8 = arith.constant dense<128> : tensor<512xi32> loc(#loc1)
+    %cst_9 = arith.constant dense<true> : tensor<512xi1> loc(#loc1)
+    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<512xi32> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<512xi32> loc(#loc5)
+    %5 = arith.remsi %4, %cst_8 : tensor<512xi32> loc(#loc6)
+    %6 = arith.divsi %4, %cst_8 : tensor<512xi32> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<512xi32> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<512xi32> to tensor<512xi64> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst_6 : tensor<512xi64> loc(#loc9)
+    %10 = arith.muli %6, %cst_8 : tensor<512xi32> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<512xi32> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc13)
+    %15 = arith.extf %14 : tensor<512xbf16> to tensor<512xf32> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<512x!tt.ptr<i64>> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<512x!tt.ptr<i64>>, tensor<512xi32> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>> loc(#loc16)
+    %19 = arith.addi %18, %cst : tensor<512xi64> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_0 : tensor<512xi64> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<512xi1>, tensor<512xi64> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_0 : tensor<512xi64> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst : tensor<512xi64> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<512xi1> loc(#loc22)
+    %25 = arith.xori %9, %cst_9 : tensor<512xi1> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<512xi1> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<512xi1> loc(#loc25)
+    %27 = arith.muli %21, %cst_4 : tensor<512xi64> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<512xi64> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<512x!tt.ptr<f32>> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<512xf32> loc(#loc30)
+    %33 = arith.addi %10, %cst_3 : tensor<512xi32> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<512xi32> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc34)
+    %37 = arith.extf %36 : tensor<512xbf16> to tensor<512xf32> loc(#loc35)
+    %38 = arith.addi %27, %cst_6 : tensor<512xi64> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<512xi64> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<512xf32> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<512xf32> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst_6 : tensor<512xi64> loc(#loc42)
+    %45 = arith.addi %5, %cst_2 : tensor<512xi32> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<512xi32> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc46)
+    %49 = arith.extf %48 : tensor<512xbf16> to tensor<512xf32> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>> loc(#loc48)
+    %51 = arith.addi %50, %cst : tensor<512xi64> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_0 : tensor<512xi64> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<512xi1>, tensor<512xi64> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_0 : tensor<512xi64> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst : tensor<512xi64> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<512xi1> loc(#loc54)
+    %57 = arith.xori %44, %cst_9 : tensor<512xi1> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<512xi1> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<512xi1> loc(#loc57)
+    %59 = arith.muli %53, %cst_4 : tensor<512xi64> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<512xi32> to tensor<512xi64> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<512xi64> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<512xf32> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<512xi32> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc65)
+    %68 = arith.extf %67 : tensor<512xbf16> to tensor<512xf32> loc(#loc66)
+    %69 = arith.addi %59, %cst_6 : tensor<512xi64> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<512xi64> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<512xf32> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<512xf32> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_5 : tensor<512xi1>, tensor<512xf32> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<512xi1>, tensor<512xf32> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<512xf32> to tensor<512xbf16> loc(#loc77)
+    tt.store %78, %79 : tensor<512x!tt.ptr<bf16>> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/suuzU1K1zNgm7zdTsFTMPrvag-uHcXULar44BM_e06E/__triton_launcher.so b/tmp/torchinductor_ljp/triton/0/suuzU1K1zNgm7zdTsFTMPrvag-uHcXULar44BM_e06E/__triton_launcher.so
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diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json
new file mode 100644
index 0000000..5dc0867
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json
@@ -0,0 +1 @@
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literal 0
HcmV?d00001

diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json
new file mode 100644
index 0000000..03bb5e7
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json
@@ -0,0 +1 @@
+{"hash": "b94d3b12f0e3ba3870f42ef83bd8e70ef55a18d4d93cb896cfafa3e3941cd336", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_1"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir
new file mode 100644
index 0000000..ed3d4fa
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir
@@ -0,0 +1,246 @@
+; ModuleID = 'LLVMDialectModule'
+source_filename = "LLVMDialectModule"
+target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
+
+@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
+@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
+@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
+@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
+@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
+@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
+
+; Function Attrs: noreturn
+declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
+
+define void @triton_poi_fused__to_copy_cat_1(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
+  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
+  %7 = shl i32 %6, 8, !dbg !13
+  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
+  %9 = shl i32 %8, 1, !dbg !14
+  %10 = and i32 %9, 254, !dbg !14
+  %11 = or disjoint i32 %7, %10, !dbg !15
+  %.frozen = freeze i32 %11, !dbg !16
+  %12 = sdiv i32 %.frozen, 128, !dbg !16
+  %13 = mul i32 %12, 128, !dbg !17
+  %.decomposed = sub i32 %.frozen, %13, !dbg !17
+  %14 = sdiv i32 %11, 512, !dbg !18
+  %15 = icmp slt i32 %.decomposed, 64, !dbg !19
+  %16 = shl nsw i32 %12, 7, !dbg !20
+  %17 = add i32 %16, %.decomposed, !dbg !21
+  %18 = sext i32 %17 to i64, !dbg !22
+  %19 = getelementptr bfloat, ptr addrspace(1) %0, i64 %18, !dbg !22
+  %20 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %19, i1 %15, i32 0, i1 %15) #3, !dbg !23
+  %21 = bitcast i32 %20 to <2 x bfloat>, !dbg !23
+  %22 = extractelement <2 x bfloat> %21, i64 0, !dbg !23
+  %23 = extractelement <2 x bfloat> %21, i64 1, !dbg !23
+  %24 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %22) #3, !dbg !24
+  %25 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #3, !dbg !24
+  %26 = sext i32 %14 to i64, !dbg !25
+  %27 = getelementptr i64, ptr addrspace(1) %1, i64 %26, !dbg !25
+  %28 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
+  %29 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
+  %30 = lshr i64 %28, 48, !dbg !27
+  %31 = and i64 %30, 32768, !dbg !27
+  %32 = add i64 %31, %28, !dbg !27
+  %33 = icmp ugt i64 %32, 32767, !dbg !28
+  %.not1 = and i1 %15, %33, !dbg !29
+  br i1 %.not1, label %34, label %35, !dbg !29
+
+34:                                               ; preds = %5
+  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
+  unreachable, !dbg !29
+
+35:                                               ; preds = %5
+  %36 = sext i32 %.decomposed to i64, !dbg !19
+  tail call void @llvm.nvvm.barrier0(), !dbg !29
+  %37 = shl i64 %32, 7, !dbg !30
+  %38 = getelementptr float, ptr addrspace(1) %2, i64 %37, !dbg !31
+  %39 = getelementptr float, ptr addrspace(1) %38, i64 %36, !dbg !31
+  %40 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %39, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
+  %41 = or disjoint i32 %16, 64, !dbg !33
+  %42 = add i32 %41, %.decomposed, !dbg !34
+  %43 = sext i32 %42 to i64, !dbg !35
+  %44 = getelementptr bfloat, ptr addrspace(1) %0, i64 %43, !dbg !35
+  %45 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %44, i1 %15, i32 0, i1 %15) #3, !dbg !36
+  %46 = bitcast i32 %45 to <2 x bfloat>, !dbg !36
+  %47 = extractelement <2 x bfloat> %46, i64 0, !dbg !36
+  %48 = extractelement <2 x bfloat> %46, i64 1, !dbg !36
+  %49 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %47) #3, !dbg !37
+  %50 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %48) #3, !dbg !37
+  %51 = or disjoint i64 %37, 64, !dbg !38
+  %52 = getelementptr float, ptr addrspace(1) %2, i64 %51, !dbg !39
+  %53 = getelementptr float, ptr addrspace(1) %52, i64 %36, !dbg !39
+  %54 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %53, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
+  %55 = icmp sgt i32 %.decomposed, 63, !dbg !41
+  %56 = add nsw i32 %.decomposed, -64, !dbg !42
+  %57 = add i32 %41, %56, !dbg !43
+  %58 = sext i32 %57 to i64, !dbg !44
+  %59 = getelementptr bfloat, ptr addrspace(1) %0, i64 %58, !dbg !44
+  %60 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %59, i1 %55, i32 0, i1 %55) #3, !dbg !45
+  %61 = bitcast i32 %60 to <2 x bfloat>, !dbg !45
+  %62 = extractelement <2 x bfloat> %61, i64 0, !dbg !45
+  %63 = extractelement <2 x bfloat> %61, i64 1, !dbg !45
+  %64 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %62) #3, !dbg !46
+  %65 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %63) #3, !dbg !46
+  %66 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
+  %67 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
+  %68 = lshr i64 %66, 48, !dbg !48
+  %69 = and i64 %68, 32768, !dbg !48
+  %70 = add i64 %69, %66, !dbg !48
+  %71 = icmp ugt i64 %70, 32767, !dbg !49
+  %.not2 = and i1 %55, %71, !dbg !50
+  br i1 %.not2, label %72, label %73, !dbg !50
+
+72:                                               ; preds = %35
+  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
+  unreachable, !dbg !50
+
+73:                                               ; preds = %35
+  %74 = extractvalue { i32, i32 } %40, 1, !dbg !32
+  %75 = bitcast i32 %74 to float, !dbg !32
+  %76 = fmul float %25, %75, !dbg !51
+  %77 = extractvalue { i32, i32 } %54, 1, !dbg !40
+  %78 = bitcast i32 %77 to float, !dbg !40
+  %79 = fmul float %50, %78, !dbg !52
+  %80 = fsub float %76, %79, !dbg !53
+  %81 = extractvalue { i32, i32 } %40, 0, !dbg !32
+  %82 = bitcast i32 %81 to float, !dbg !32
+  %83 = fmul float %24, %82, !dbg !51
+  %84 = extractvalue { i32, i32 } %54, 0, !dbg !40
+  %85 = bitcast i32 %84 to float, !dbg !40
+  %86 = fmul float %49, %85, !dbg !52
+  %87 = fsub float %83, %86, !dbg !53
+  tail call void @llvm.nvvm.barrier0(), !dbg !50
+  %88 = shl i64 %70, 7, !dbg !54
+  %89 = sext i32 %56 to i64, !dbg !55
+  %90 = getelementptr float, ptr addrspace(1) %2, i64 %88, !dbg !56
+  %91 = getelementptr float, ptr addrspace(1) %90, i64 %89, !dbg !56
+  %92 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %91, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !57
+  %93 = extractvalue { i32, i32 } %92, 0, !dbg !57
+  %94 = extractvalue { i32, i32 } %92, 1, !dbg !57
+  %95 = bitcast i32 %93 to float, !dbg !57
+  %96 = bitcast i32 %94 to float, !dbg !57
+  %97 = fmul float %64, %95, !dbg !58
+  %98 = fmul float %65, %96, !dbg !58
+  %99 = add i32 %16, %56, !dbg !59
+  %100 = sext i32 %99 to i64, !dbg !60
+  %101 = getelementptr bfloat, ptr addrspace(1) %0, i64 %100, !dbg !60
+  %102 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %101, i1 %55, i32 0, i1 %55) #3, !dbg !61
+  %103 = bitcast i32 %102 to <2 x bfloat>, !dbg !61
+  %104 = extractelement <2 x bfloat> %103, i64 0, !dbg !61
+  %105 = extractelement <2 x bfloat> %103, i64 1, !dbg !61
+  %106 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %104) #3, !dbg !62
+  %107 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %105) #3, !dbg !62
+  %108 = or disjoint i64 %88, 64, !dbg !63
+  %109 = getelementptr float, ptr addrspace(1) %2, i64 %108, !dbg !64
+  %110 = getelementptr float, ptr addrspace(1) %109, i64 %89, !dbg !64
+  %111 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %110, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !65
+  %112 = extractvalue { i32, i32 } %111, 0, !dbg !65
+  %113 = extractvalue { i32, i32 } %111, 1, !dbg !65
+  %114 = bitcast i32 %112 to float, !dbg !65
+  %115 = bitcast i32 %113 to float, !dbg !65
+  %116 = fmul float %106, %114, !dbg !66
+  %117 = fmul float %107, %115, !dbg !66
+  %118 = fadd float %97, %116, !dbg !67
+  %119 = fadd float %98, %117, !dbg !67
+  %120 = select i1 %15, float %87, float %118, !dbg !68
+  %121 = select i1 %15, float %80, float %119, !dbg !68
+  %122 = sext i32 %11 to i64, !dbg !69
+  %123 = getelementptr bfloat, ptr addrspace(1) %3, i64 %122, !dbg !69
+  %124 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %120) #3, !dbg !70
+  %125 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %121) #3, !dbg !70
+  %126 = insertelement <2 x bfloat> poison, bfloat %124, i64 0, !dbg !70
+  %127 = insertelement <2 x bfloat> %126, bfloat %125, i64 1, !dbg !70
+  %128 = bitcast <2 x bfloat> %127 to i32, !dbg !70
+  tail call void asm sideeffect "@$2 st.global.b32 [ $1 + 0 ], { $0 };", "r,l,b"(i32 %128, ptr addrspace(1) %123, i1 true) #3, !dbg !70
+  ret void, !dbg !71
+}
+
+; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
+declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
+
+; Function Attrs: convergent nocallback nounwind
+declare void @llvm.nvvm.barrier0() #2
+
+attributes #0 = { noreturn }
+attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
+attributes #2 = { convergent nocallback nounwind }
+attributes #3 = { nounwind }
+
+!llvm.module.flags = !{!0, !1}
+!llvm.dbg.cu = !{!2}
+!nvvm.annotations = !{!4, !5}
+!llvm.ident = !{!6}
+
+!0 = !{i32 2, !"Debug Info Version", i32 3}
+!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
+!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
+!3 = !DIFile(filename: "clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz")
+!4 = !{ptr @triton_poi_fused__to_copy_cat_1, !"kernel", i32 1}
+!5 = !{ptr @triton_poi_fused__to_copy_cat_1, !"reqntidx", i32 128}
+!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
+!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
+!8 = !DIFile(filename: "<unknown>", directory: "")
+!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
+!10 = !{}
+!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_1", linkageName: "triton_poi_fused__to_copy_cat_1", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
+!12 = !DILocation(line: 21, column: 28, scope: !11)
+!13 = !DILocation(line: 21, column: 33, scope: !11)
+!14 = !DILocation(line: 22, column: 36, scope: !11)
+!15 = !DILocation(line: 22, column: 23, scope: !11)
+!16 = !DILocation(line: 25, column: 19, scope: !11)
+!17 = !DILocation(line: 24, column: 19, scope: !11)
+!18 = !DILocation(line: 26, column: 19, scope: !11)
+!19 = !DILocation(line: 32, column: 18, scope: !11)
+!20 = !DILocation(line: 33, column: 34, scope: !11)
+!21 = !DILocation(line: 33, column: 40, scope: !11)
+!22 = !DILocation(line: 33, column: 30, scope: !11)
+!23 = !DILocation(line: 33, column: 46, scope: !11)
+!24 = !DILocation(line: 33, column: 96, scope: !11)
+!25 = !DILocation(line: 35, column: 30, scope: !11)
+!26 = !DILocation(line: 35, column: 35, scope: !11)
+!27 = !DILocation(line: 39, column: 34, scope: !11)
+!28 = !DILocation(line: 40, column: 65, scope: !11)
+!29 = !DILocation(line: 40, column: 119, scope: !11)
+!30 = !DILocation(line: 41, column: 35, scope: !11)
+!31 = !DILocation(line: 41, column: 31, scope: !11)
+!32 = !DILocation(line: 41, column: 50, scope: !11)
+!33 = !DILocation(line: 43, column: 36, scope: !11)
+!34 = !DILocation(line: 43, column: 46, scope: !11)
+!35 = !DILocation(line: 43, column: 31, scope: !11)
+!36 = !DILocation(line: 43, column: 52, scope: !11)
+!37 = !DILocation(line: 43, column: 102, scope: !11)
+!38 = !DILocation(line: 45, column: 36, scope: !11)
+!39 = !DILocation(line: 45, column: 31, scope: !11)
+!40 = !DILocation(line: 45, column: 55, scope: !11)
+!41 = !DILocation(line: 50, column: 20, scope: !11)
+!42 = !DILocation(line: 53, column: 54, scope: !11)
+!43 = !DILocation(line: 53, column: 46, scope: !11)
+!44 = !DILocation(line: 53, column: 31, scope: !11)
+!45 = !DILocation(line: 53, column: 60, scope: !11)
+!46 = !DILocation(line: 53, column: 111, scope: !11)
+!47 = !DILocation(line: 55, column: 36, scope: !11)
+!48 = !DILocation(line: 59, column: 35, scope: !11)
+!49 = !DILocation(line: 60, column: 65, scope: !11)
+!50 = !DILocation(line: 60, column: 120, scope: !11)
+!51 = !DILocation(line: 42, column: 19, scope: !11)
+!52 = !DILocation(line: 46, column: 20, scope: !11)
+!53 = !DILocation(line: 47, column: 20, scope: !11)
+!54 = !DILocation(line: 61, column: 35, scope: !11)
+!55 = !DILocation(line: 61, column: 44, scope: !11)
+!56 = !DILocation(line: 61, column: 31, scope: !11)
+!57 = !DILocation(line: 61, column: 58, scope: !11)
+!58 = !DILocation(line: 62, column: 20, scope: !11)
+!59 = !DILocation(line: 63, column: 41, scope: !11)
+!60 = !DILocation(line: 63, column: 31, scope: !11)
+!61 = !DILocation(line: 63, column: 55, scope: !11)
+!62 = !DILocation(line: 63, column: 106, scope: !11)
+!63 = !DILocation(line: 65, column: 36, scope: !11)
+!64 = !DILocation(line: 65, column: 31, scope: !11)
+!65 = !DILocation(line: 65, column: 63, scope: !11)
+!66 = !DILocation(line: 66, column: 20, scope: !11)
+!67 = !DILocation(line: 67, column: 20, scope: !11)
+!68 = !DILocation(line: 0, scope: !11)
+!69 = !DILocation(line: 72, column: 25, scope: !11)
+!70 = !DILocation(line: 72, column: 37, scope: !11)
+!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx
new file mode 100644
index 0000000..26124e5
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx
@@ -0,0 +1,516 @@
+//
+// Generated by LLVM NVPTX Back-End
+//
+
+.version 8.4
+.target sm_89
+.address_size 64
+
+	// .globl	triton_poi_fused__to_copy_cat_1 // -- Begin function triton_poi_fused__to_copy_cat_1
+.extern .func __assertfail
+(
+	.param .b64 __assertfail_param_0,
+	.param .b64 __assertfail_param_1,
+	.param .b32 __assertfail_param_2,
+	.param .b64 __assertfail_param_3,
+	.param .b64 __assertfail_param_4
+)
+.noreturn;
+.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
+.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
+.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
+.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
+                                        // @triton_poi_fused__to_copy_cat_1
+.visible .entry triton_poi_fused__to_copy_cat_1(
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_0,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_1,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_2,
+	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_3,
+	.param .u32 triton_poi_fused__to_copy_cat_1_param_4
+)
+.reqntid 128, 1, 1
+{
+	.reg .pred 	%p<36>;
+	.reg .b16 	%rs<21>;
+	.reg .b32 	%r<66>;
+	.reg .f32 	%f<29>;
+	.reg .b64 	%rd<54>;
+	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
+$L__func_begin0:
+	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
+
+// %bb.0:
+	ld.param.u64 	%rd5, [triton_poi_fused__to_copy_cat_1_param_0];
+	ld.param.u64 	%rd13, [triton_poi_fused__to_copy_cat_1_param_1];
+$L__tmp0:
+	.loc	1 21 28                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:28
+	// begin inline asm
+	mov.u32 %r9, %ctaid.x;
+	// end inline asm
+	.loc	1 21 33                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:33
+	shl.b32 	%r14, %r9, 8;
+	.loc	1 22 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:36
+	mov.u32 	%r15, %tid.x;
+	shl.b32 	%r16, %r15, 1;
+	and.b32  	%r17, %r16, 254;
+	.loc	1 22 23                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:23
+	or.b32  	%r1, %r14, %r17;
+	.loc	1 25 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:25:19
+	shr.s32 	%r19, %r1, 31;
+	shr.u32 	%r20, %r19, 25;
+	add.s32 	%r21, %r1, %r20;
+	.loc	1 24 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:24:19
+	and.b32  	%r3, %r21, -128;
+	sub.s32 	%r2, %r1, %r3;
+	.loc	1 26 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:26:19
+	bfe.s32 	%r22, %r9, 23, 1;
+	shr.u32 	%r23, %r22, 23;
+	add.s32 	%r24, %r1, %r23;
+	shr.s32 	%r25, %r24, 9;
+	.loc	1 32 18                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:32:18
+	setp.gt.s32 	%p7, %r2, 63;
+	setp.lt.s32 	%p6, %r2, 64;
+	.loc	1 33 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:30
+	mul.wide.s32 	%rd14, %r1, 2;
+	add.s64 	%rd8, %rd5, %rd14;
+	mov.b32 	%r11, 0;
+	.loc	1 33 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:46
+	// begin inline asm
+	mov.u32 %r10, 0x0;
+	@%p6 ld.global.L1::evict_last.b32 { %r10 }, [ %rd8 + 0 ];
+	@!%p6 mov.u32 %r10, %r11;
+	// end inline asm
+	mov.b32 	{%rs3, %rs4}, %r10;
+	.loc	1 35 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:30
+	mul.wide.s32 	%rd15, %r25, 8;
+	add.s64 	%rd12, %rd13, %rd15;
+	.loc	1 35 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:35
+	// begin inline asm
+	mov.u64 %rd9, 0x0;
+	@%p6 ld.global.L1::evict_last.b64 { %rd9 }, [ %rd12 + 0 ];
+	@!%p6 mov.u64 %rd9, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd11, 0x0;
+	@%p6 ld.global.L1::evict_last.b64 { %rd11 }, [ %rd12 + 0 ];
+	@!%p6 mov.u64 %rd11, 0x0;
+	// end inline asm
+	.loc	1 39 34                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:39:34
+	shr.u64 	%rd16, %rd9, 48;
+	and.b64  	%rd17, %rd16, 32768;
+	add.s64 	%rd2, %rd17, %rd9;
+	.loc	1 40 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:65
+	setp.lt.u64 	%p8, %rd2, 32768;
+	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
+	or.pred  	%p9, %p7, %p8;
+	@%p9 bra 	$L__BB0_2;
+	bra.uni 	$L__BB0_1;
+$L__BB0_2:
+	.loc	1 0 119                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:119
+	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_1_param_2];
+	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
+	bar.sync 	0;
+	.loc	1 41 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:31
+	shl.b64 	%rd26, %rd2, 9;
+	add.s64 	%rd27, %rd6, %rd26;
+	mul.wide.s32 	%rd28, %r2, 4;
+	add.s64 	%rd18, %rd27, %rd28;
+	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
+	// begin inline asm
+	mov.u32 %r27, 0x0;
+	mov.u32 %r28, 0x0;
+	@%p6 ld.global.L1::evict_last.v2.b32 { %r27, %r28 }, [ %rd18 + 0 ];
+	@!%p6 mov.u32 %r27, %r11;
+	@!%p6 mov.u32 %r28, %r11;
+	// end inline asm
+	.loc	1 43 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:36
+	or.b32  	%r43, %r3, 64;
+	.loc	1 43 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:46
+	add.s32 	%r44, %r43, %r2;
+	.loc	1 43 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:31
+	mul.wide.s32 	%rd29, %r44, 2;
+	add.s64 	%rd19, %rd5, %rd29;
+	.loc	1 43 52                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:52
+	// begin inline asm
+	mov.u32 %r31, 0x0;
+	@%p6 ld.global.L1::evict_last.b32 { %r31 }, [ %rd19 + 0 ];
+	@!%p6 mov.u32 %r31, %r11;
+	// end inline asm
+	mov.b32 	{%rs9, %rs10}, %r31;
+	.loc	1 45 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:31
+	add.s64 	%rd20, %rd18, 256;
+	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
+	// begin inline asm
+	mov.u32 %r35, 0x0;
+	mov.u32 %r36, 0x0;
+	@%p6 ld.global.L1::evict_last.v2.b32 { %r35, %r36 }, [ %rd20 + 0 ];
+	@!%p6 mov.u32 %r35, %r11;
+	@!%p6 mov.u32 %r36, %r11;
+	// end inline asm
+	.loc	1 53 54                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:54
+	add.s32 	%r8, %r2, -64;
+	.loc	1 53 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:46
+	add.s32 	%r46, %r43, %r8;
+	.loc	1 53 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:31
+	mul.wide.s32 	%rd30, %r46, 2;
+	add.s64 	%rd21, %rd5, %rd30;
+	.loc	1 53 60                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:60
+	// begin inline asm
+	mov.u32 %r39, 0x0;
+	@%p7 ld.global.L1::evict_last.b32 { %r39 }, [ %rd21 + 0 ];
+	@!%p7 mov.u32 %r39, %r11;
+	// end inline asm
+	mov.b32 	{%rs11, %rs12}, %r39;
+	.loc	1 55 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:55:36
+	// begin inline asm
+	mov.u64 %rd22, 0x0;
+	@%p7 ld.global.L1::evict_last.b64 { %rd22 }, [ %rd12 + 0 ];
+	@!%p7 mov.u64 %rd22, 0x0;
+	// end inline asm
+	// begin inline asm
+	mov.u64 %rd24, 0x0;
+	@%p7 ld.global.L1::evict_last.b64 { %rd24 }, [ %rd12 + 0 ];
+	@!%p7 mov.u64 %rd24, 0x0;
+	// end inline asm
+	.loc	1 59 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:59:35
+	shr.u64 	%rd31, %rd22, 48;
+	and.b64  	%rd32, %rd31, 32768;
+	add.s64 	%rd4, %rd32, %rd22;
+	.loc	1 60 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:65
+	setp.lt.u64 	%p24, %rd4, 32768;
+	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
+	or.pred  	%p25, %p6, %p24;
+	@%p25 bra 	$L__BB0_4;
+	bra.uni 	$L__BB0_3;
+$L__BB0_4:
+	.loc	1 0 120                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:120
+	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_1_param_3];
+	// begin inline asm
+	cvt.f32.bf16 %r12, %rs3;
+	// end inline asm
+	mov.b32 	%f1, %r12;
+	// begin inline asm
+	cvt.f32.bf16 %r13, %rs4;
+	// end inline asm
+	mov.b32 	%f2, %r13;
+	cvt.s64.s32 	%rd3, %r2;
+	// begin inline asm
+	cvt.f32.bf16 %r33, %rs9;
+	// end inline asm
+	mov.b32 	%f3, %r33;
+	// begin inline asm
+	cvt.f32.bf16 %r34, %rs10;
+	// end inline asm
+	mov.b32 	%f4, %r34;
+	// begin inline asm
+	cvt.f32.bf16 %r41, %rs11;
+	// end inline asm
+	mov.b32 	%f5, %r41;
+	// begin inline asm
+	cvt.f32.bf16 %r42, %rs12;
+	// end inline asm
+	mov.b32 	%f6, %r42;
+	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
+	mov.b32 	%f7, %r28;
+	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
+	mov.b32 	%f8, %r36;
+	.loc	1 46 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:46:20
+	mul.f32 	%f9, %f4, %f8;
+	.loc	1 47 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:47:20
+	neg.f32 	%f10, %f9;
+	fma.rn.f32 	%f11, %f2, %f7, %f10;
+	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
+	mov.b32 	%f12, %r27;
+	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
+	mov.b32 	%f13, %r35;
+	.loc	1 46 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:46:20
+	mul.f32 	%f14, %f3, %f13;
+	.loc	1 47 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:47:20
+	neg.f32 	%f15, %f14;
+	fma.rn.f32 	%f16, %f1, %f12, %f15;
+	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
+	bar.sync 	0;
+	.loc	1 61 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:31
+	shl.b64 	%rd37, %rd4, 9;
+	add.s64 	%rd38, %rd6, %rd37;
+	shl.b64 	%rd39, %rd3, 2;
+	add.s64 	%rd35, %rd38, %rd39;
+	add.s64 	%rd33, %rd35, -256;
+	.loc	1 61 58                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:58
+	// begin inline asm
+	mov.u32 %r48, 0x0;
+	mov.u32 %r49, 0x0;
+	@%p7 ld.global.L1::evict_last.v2.b32 { %r48, %r49 }, [ %rd33 + 0 ];
+	@!%p7 mov.u32 %r48, %r11;
+	@!%p7 mov.u32 %r49, %r11;
+	// end inline asm
+	mov.b32 	%f17, %r48;
+	mov.b32 	%f18, %r49;
+	.loc	1 63 41                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:41
+	add.s32 	%r63, %r3, %r8;
+	.loc	1 63 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:31
+	mul.wide.s32 	%rd40, %r63, 2;
+	add.s64 	%rd34, %rd5, %rd40;
+	.loc	1 63 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:55
+	// begin inline asm
+	mov.u32 %r52, 0x0;
+	@%p7 ld.global.L1::evict_last.b32 { %r52 }, [ %rd34 + 0 ];
+	@!%p7 mov.u32 %r52, %r11;
+	// end inline asm
+	mov.b32 	{%rs17, %rs18}, %r52;
+	.loc	1 63 106                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:106
+	// begin inline asm
+	cvt.f32.bf16 %r54, %rs17;
+	// end inline asm
+	mov.b32 	%f19, %r54;
+	// begin inline asm
+	cvt.f32.bf16 %r55, %rs18;
+	// end inline asm
+	mov.b32 	%f20, %r55;
+	.loc	1 65 63                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:65:63
+	// begin inline asm
+	mov.u32 %r56, 0x0;
+	mov.u32 %r57, 0x0;
+	@%p7 ld.global.L1::evict_last.v2.b32 { %r56, %r57 }, [ %rd35 + 0 ];
+	@!%p7 mov.u32 %r56, %r11;
+	@!%p7 mov.u32 %r57, %r11;
+	// end inline asm
+	mov.b32 	%f21, %r56;
+	mov.b32 	%f22, %r57;
+	.loc	1 66 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:66:20
+	mul.f32 	%f23, %f19, %f21;
+	mul.f32 	%f24, %f20, %f22;
+	.loc	1 67 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:67:20
+	fma.rn.f32 	%f25, %f5, %f17, %f23;
+	fma.rn.f32 	%f26, %f6, %f18, %f24;
+	.loc	1 0 0                           // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:0
+	selp.f32 	%f27, %f16, %f25, %p6;
+	selp.f32 	%f28, %f11, %f26, %p6;
+	.loc	1 72 25                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:25
+	add.s64 	%rd36, %rd7, %rd14;
+	.loc	1 72 37                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:37
+	mov.b32 	%r60, %f27;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs15, %r60;
+	// end inline asm
+	mov.b32 	%r61, %f28;
+	// begin inline asm
+	cvt.rn.bf16.f32 %rs16, %r61;
+	// end inline asm
+	mov.b32 	%r65, {%rs15, %rs16};
+	mov.pred 	%p34, -1;
+	// begin inline asm
+	@%p34 st.global.b32 [ %rd36 + 0 ], { %r65 };
+	// end inline asm
+	.loc	1 72 4                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:4
+	ret;
+$L__BB0_1:
+	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
+	mov.u64 	%rd48, assertMessage_0;
+	cvta.global.u64 	%rd49, %rd48;
+	mov.u64 	%rd50, assertFile_0;
+	cvta.global.u64 	%rd51, %rd50;
+	mov.u64 	%rd52, assertFunc_0;
+	cvta.global.u64 	%rd53, %rd52;
+	{ // callseq 1, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd49;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd51;
+	.param .b32 param2;
+	st.param.b32 	[param2], 40;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd53;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 1
+	trap;
+$L__BB0_3:
+	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
+	mov.u64 	%rd42, assertMessage_1;
+	cvta.global.u64 	%rd43, %rd42;
+	mov.u64 	%rd44, assertFile_1;
+	cvta.global.u64 	%rd45, %rd44;
+	mov.u64 	%rd46, assertFunc_1;
+	cvta.global.u64 	%rd47, %rd46;
+	{ // callseq 0, 0
+	.param .b64 param0;
+	st.param.b64 	[param0], %rd43;
+	.param .b64 param1;
+	st.param.b64 	[param1], %rd45;
+	.param .b32 param2;
+	st.param.b32 	[param2], 60;
+	.param .b64 param3;
+	st.param.b64 	[param3], %rd47;
+	.param .b64 param4;
+	st.param.b64 	[param4], 1;
+	call.uni 
+	__assertfail, 
+	(
+	param0, 
+	param1, 
+	param2, 
+	param3, 
+	param4
+	);
+	} // callseq 0
+	trap;
+$L__tmp1:
+$L__func_end0:
+                                        // -- End function
+}
+	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py"
+	.section	.debug_abbrev
+	{
+.b8 1                                   // Abbreviation Code
+.b8 17                                  // DW_TAG_compile_unit
+.b8 0                                   // DW_CHILDREN_no
+.b8 37                                  // DW_AT_producer
+.b8 8                                   // DW_FORM_string
+.b8 19                                  // DW_AT_language
+.b8 5                                   // DW_FORM_data2
+.b8 3                                   // DW_AT_name
+.b8 8                                   // DW_FORM_string
+.b8 16                                  // DW_AT_stmt_list
+.b8 6                                   // DW_FORM_data4
+.b8 27                                  // DW_AT_comp_dir
+.b8 8                                   // DW_FORM_string
+.b8 0                                   // EOM(1)
+.b8 0                                   // EOM(2)
+.b8 0                                   // EOM(3)
+	}
+	.section	.debug_info
+	{
+.b32 125                                // Length of Unit
+.b8 2                                   // DWARF version number
+.b8 0
+.b32 .debug_abbrev                      // Offset Into Abbrev. Section
+.b8 8                                   // Address Size (in bytes)
+.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
+.b8 116                                 // DW_AT_producer
+.b8 114
+.b8 105
+.b8 116
+.b8 111
+.b8 110
+.b8 0
+.b8 2                                   // DW_AT_language
+.b8 0
+.b8 99                                  // DW_AT_name
+.b8 108
+.b8 122
+.b8 112
+.b8 116
+.b8 99
+.b8 121
+.b8 104
+.b8 117
+.b8 110
+.b8 100
+.b8 122
+.b8 113
+.b8 112
+.b8 103
+.b8 97
+.b8 116
+.b8 119
+.b8 117
+.b8 53
+.b8 111
+.b8 50
+.b8 54
+.b8 112
+.b8 53
+.b8 50
+.b8 112
+.b8 118
+.b8 115
+.b8 114
+.b8 114
+.b8 110
+.b8 98
+.b8 107
+.b8 101
+.b8 117
+.b8 120
+.b8 101
+.b8 108
+.b8 120
+.b8 105
+.b8 108
+.b8 121
+.b8 112
+.b8 112
+.b8 110
+.b8 100
+.b8 117
+.b8 54
+.b8 107
+.b8 105
+.b8 120
+.b8 46
+.b8 112
+.b8 121
+.b8 0
+.b32 .debug_line                        // DW_AT_stmt_list
+.b8 47                                  // DW_AT_comp_dir
+.b8 104
+.b8 111
+.b8 109
+.b8 101
+.b8 47
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 108
+.b8 109
+.b8 47
+.b8 68
+.b8 105
+.b8 102
+.b8 102
+.b8 117
+.b8 108
+.b8 101
+.b8 120
+.b8 47
+.b8 116
+.b8 109
+.b8 112
+.b8 47
+.b8 116
+.b8 111
+.b8 114
+.b8 99
+.b8 104
+.b8 105
+.b8 110
+.b8 100
+.b8 117
+.b8 99
+.b8 116
+.b8 111
+.b8 114
+.b8 95
+.b8 108
+.b8 106
+.b8 112
+.b8 47
+.b8 108
+.b8 122
+.b8 0
+	}
+	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir
new file mode 100644
index 0000000..9e556ad
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir
@@ -0,0 +1,181 @@
+#blocked = #triton_gpu.blocked<{sizePerThread = [2], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
+module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
+  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<64> : tensor<256xi64, #blocked> loc(#loc1)
+    %cst_0 = arith.constant dense<0.000000e+00> : tensor<256xf32, #blocked> loc(#loc1)
+    %cst_1 = arith.constant dense<128> : tensor<256xi64, #blocked> loc(#loc1)
+    %cst_2 = arith.constant dense<0> : tensor<256xi64, #blocked> loc(#loc1)
+    %cst_3 = arith.constant dense<32768> : tensor<256xi64, #blocked> loc(#loc1)
+    %cst_4 = arith.constant dense<0.000000e+00> : tensor<256xbf16, #blocked> loc(#loc1)
+    %c256_i32 = arith.constant 256 : i32 loc(#loc1)
+    %cst_5 = arith.constant dense<true> : tensor<256xi1, #blocked> loc(#loc1)
+    %cst_6 = arith.constant dense<128> : tensor<256xi32, #blocked> loc(#loc1)
+    %cst_7 = arith.constant dense<512> : tensor<256xi32, #blocked> loc(#loc1)
+    %cst_8 = arith.constant dense<64> : tensor<256xi32, #blocked> loc(#loc1)
+    %cst_9 = arith.constant dense<-64> : tensor<256xi32, #blocked> loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c256_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 256 : i32, start = 0 : i32} : tensor<256xi32, #blocked> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<256xi32, #blocked> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<256xi32, #blocked> loc(#loc5)
+    %5 = arith.remsi %4, %cst_6 : tensor<256xi32, #blocked> loc(#loc6)
+    %6 = arith.divsi %4, %cst_6 : tensor<256xi32, #blocked> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<256xi32, #blocked> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<256xi32, #blocked> to tensor<256xi64, #blocked> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst : tensor<256xi64, #blocked> loc(#loc9)
+    %10 = arith.muli %6, %cst_6 : tensor<256xi32, #blocked> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<256xi32, #blocked> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc13)
+    %15 = arith.extf %14 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<256x!tt.ptr<i64>, #blocked> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<256x!tt.ptr<i64>, #blocked>, tensor<256xi32, #blocked> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_2 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>, #blocked> loc(#loc16)
+    %19 = arith.addi %18, %cst_3 : tensor<256xi64, #blocked> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_2 : tensor<256xi64, #blocked> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<256xi1, #blocked>, tensor<256xi64, #blocked> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_2 : tensor<256xi64, #blocked> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst_3 : tensor<256xi64, #blocked> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<256xi1, #blocked> loc(#loc22)
+    %25 = arith.xori %9, %cst_5 : tensor<256xi1, #blocked> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<256xi1, #blocked> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<256xi1, #blocked> loc(#loc25)
+    %27 = arith.muli %21, %cst_1 : tensor<256xi64, #blocked> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<256xi64, #blocked> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<256x!tt.ptr<f32>, #blocked> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<256xf32, #blocked> loc(#loc30)
+    %33 = arith.addi %10, %cst_8 : tensor<256xi32, #blocked> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<256xi32, #blocked> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc34)
+    %37 = arith.extf %36 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc35)
+    %38 = arith.addi %27, %cst : tensor<256xi64, #blocked> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<256xi64, #blocked> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<256xf32, #blocked> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<256xf32, #blocked> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst : tensor<256xi64, #blocked> loc(#loc42)
+    %45 = arith.addi %5, %cst_9 : tensor<256xi32, #blocked> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<256xi32, #blocked> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc46)
+    %49 = arith.extf %48 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_2 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>, #blocked> loc(#loc48)
+    %51 = arith.addi %50, %cst_3 : tensor<256xi64, #blocked> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_2 : tensor<256xi64, #blocked> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<256xi1, #blocked>, tensor<256xi64, #blocked> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_2 : tensor<256xi64, #blocked> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst_3 : tensor<256xi64, #blocked> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<256xi1, #blocked> loc(#loc54)
+    %57 = arith.xori %44, %cst_5 : tensor<256xi1, #blocked> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<256xi1, #blocked> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<256xi1, #blocked> loc(#loc57)
+    %59 = arith.muli %53, %cst_1 : tensor<256xi64, #blocked> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<256xi32, #blocked> to tensor<256xi64, #blocked> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<256xi64, #blocked> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<256xf32, #blocked> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<256xi32, #blocked> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc65)
+    %68 = arith.extf %67 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc66)
+    %69 = arith.addi %59, %cst : tensor<256xi64, #blocked> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<256xi64, #blocked> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<256xf32, #blocked> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<256xf32, #blocked> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_0 : tensor<256xi1, #blocked>, tensor<256xf32, #blocked> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<256xi1, #blocked>, tensor<256xf32, #blocked> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<256xf32, #blocked> to tensor<256xbf16, #blocked> loc(#loc77)
+    tt.store %78, %79 : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir
new file mode 100644
index 0000000..6ef0057
--- /dev/null
+++ b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir
@@ -0,0 +1,180 @@
+#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
+module {
+  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
+    %cst = arith.constant dense<32768> : tensor<256xi64> loc(#loc1)
+    %cst_0 = arith.constant dense<0> : tensor<256xi64> loc(#loc1)
+    %cst_1 = arith.constant dense<0.000000e+00> : tensor<256xbf16> loc(#loc1)
+    %cst_2 = arith.constant dense<-64> : tensor<256xi32> loc(#loc1)
+    %cst_3 = arith.constant dense<64> : tensor<256xi32> loc(#loc1)
+    %cst_4 = arith.constant dense<128> : tensor<256xi64> loc(#loc1)
+    %cst_5 = arith.constant dense<0.000000e+00> : tensor<256xf32> loc(#loc1)
+    %cst_6 = arith.constant dense<64> : tensor<256xi64> loc(#loc1)
+    %cst_7 = arith.constant dense<512> : tensor<256xi32> loc(#loc1)
+    %cst_8 = arith.constant dense<128> : tensor<256xi32> loc(#loc1)
+    %cst_9 = arith.constant dense<true> : tensor<256xi1> loc(#loc1)
+    %c256_i32 = arith.constant 256 : i32 loc(#loc1)
+    %0 = tt.get_program_id x : i32 loc(#loc2)
+    %1 = arith.muli %0, %c256_i32 : i32 loc(#loc3)
+    %2 = tt.make_range {end = 256 : i32, start = 0 : i32} : tensor<256xi32> loc(#loc4)
+    %3 = tt.splat %1 : i32 -> tensor<256xi32> loc(#loc5)
+    %4 = arith.addi %3, %2 : tensor<256xi32> loc(#loc5)
+    %5 = arith.remsi %4, %cst_8 : tensor<256xi32> loc(#loc6)
+    %6 = arith.divsi %4, %cst_8 : tensor<256xi32> loc(#loc7)
+    %7 = arith.divsi %4, %cst_7 : tensor<256xi32> loc(#loc8)
+    %8 = arith.extsi %5 : tensor<256xi32> to tensor<256xi64> loc(#loc9)
+    %9 = arith.cmpi slt, %8, %cst_6 : tensor<256xi64> loc(#loc9)
+    %10 = arith.muli %6, %cst_8 : tensor<256xi32> loc(#loc10)
+    %11 = arith.addi %10, %5 : tensor<256xi32> loc(#loc11)
+    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>> loc(#loc12)
+    %13 = tt.addptr %12, %11 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc12)
+    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc13)
+    %15 = arith.extf %14 : tensor<256xbf16> to tensor<256xf32> loc(#loc14)
+    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<256x!tt.ptr<i64>> loc(#loc15)
+    %17 = tt.addptr %16, %7 : tensor<256x!tt.ptr<i64>>, tensor<256xi32> loc(#loc15)
+    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>> loc(#loc16)
+    %19 = arith.addi %18, %cst : tensor<256xi64> loc(#loc17)
+    %20 = arith.cmpi slt, %18, %cst_0 : tensor<256xi64> loc(#loc18)
+    %21 = arith.select %20, %19, %18 : tensor<256xi1>, tensor<256xi64> loc(#loc19)
+    %22 = arith.cmpi sge, %21, %cst_0 : tensor<256xi64> loc(#loc20)
+    %23 = arith.cmpi slt, %21, %cst : tensor<256xi64> loc(#loc21)
+    %24 = arith.andi %22, %23 : tensor<256xi1> loc(#loc22)
+    %25 = arith.xori %9, %cst_9 : tensor<256xi1> loc(#loc23)
+    %26 = arith.ori %24, %25 : tensor<256xi1> loc(#loc24)
+    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<256xi1> loc(#loc25)
+    %27 = arith.muli %21, %cst_4 : tensor<256xi64> loc(#loc26)
+    %28 = arith.addi %27, %8 : tensor<256xi64> loc(#loc27)
+    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<256x!tt.ptr<f32>> loc(#loc28)
+    %30 = tt.addptr %29, %28 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc28)
+    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc29)
+    %32 = arith.mulf %15, %31 : tensor<256xf32> loc(#loc30)
+    %33 = arith.addi %10, %cst_3 : tensor<256xi32> loc(#loc31)
+    %34 = arith.addi %33, %5 : tensor<256xi32> loc(#loc32)
+    %35 = tt.addptr %12, %34 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc33)
+    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc34)
+    %37 = arith.extf %36 : tensor<256xbf16> to tensor<256xf32> loc(#loc35)
+    %38 = arith.addi %27, %cst_6 : tensor<256xi64> loc(#loc36)
+    %39 = arith.addi %38, %8 : tensor<256xi64> loc(#loc37)
+    %40 = tt.addptr %29, %39 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc38)
+    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc39)
+    %42 = arith.mulf %37, %41 : tensor<256xf32> loc(#loc40)
+    %43 = arith.subf %32, %42 : tensor<256xf32> loc(#loc41)
+    %44 = arith.cmpi sge, %8, %cst_6 : tensor<256xi64> loc(#loc42)
+    %45 = arith.addi %5, %cst_2 : tensor<256xi32> loc(#loc43)
+    %46 = arith.addi %33, %45 : tensor<256xi32> loc(#loc44)
+    %47 = tt.addptr %12, %46 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc45)
+    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc46)
+    %49 = arith.extf %48 : tensor<256xbf16> to tensor<256xf32> loc(#loc47)
+    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>> loc(#loc48)
+    %51 = arith.addi %50, %cst : tensor<256xi64> loc(#loc49)
+    %52 = arith.cmpi slt, %50, %cst_0 : tensor<256xi64> loc(#loc50)
+    %53 = arith.select %52, %51, %50 : tensor<256xi1>, tensor<256xi64> loc(#loc51)
+    %54 = arith.cmpi sge, %53, %cst_0 : tensor<256xi64> loc(#loc52)
+    %55 = arith.cmpi slt, %53, %cst : tensor<256xi64> loc(#loc53)
+    %56 = arith.andi %54, %55 : tensor<256xi1> loc(#loc54)
+    %57 = arith.xori %44, %cst_9 : tensor<256xi1> loc(#loc55)
+    %58 = arith.ori %56, %57 : tensor<256xi1> loc(#loc56)
+    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<256xi1> loc(#loc57)
+    %59 = arith.muli %53, %cst_4 : tensor<256xi64> loc(#loc58)
+    %60 = arith.extsi %45 : tensor<256xi32> to tensor<256xi64> loc(#loc59)
+    %61 = arith.addi %59, %60 : tensor<256xi64> loc(#loc59)
+    %62 = tt.addptr %29, %61 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc60)
+    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc61)
+    %64 = arith.mulf %49, %63 : tensor<256xf32> loc(#loc62)
+    %65 = arith.addi %10, %45 : tensor<256xi32> loc(#loc63)
+    %66 = tt.addptr %12, %65 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc64)
+    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc65)
+    %68 = arith.extf %67 : tensor<256xbf16> to tensor<256xf32> loc(#loc66)
+    %69 = arith.addi %59, %cst_6 : tensor<256xi64> loc(#loc67)
+    %70 = arith.addi %69, %60 : tensor<256xi64> loc(#loc68)
+    %71 = tt.addptr %29, %70 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc69)
+    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc70)
+    %73 = arith.mulf %68, %72 : tensor<256xf32> loc(#loc71)
+    %74 = arith.addf %64, %73 : tensor<256xf32> loc(#loc72)
+    %75 = arith.select %44, %74, %cst_5 : tensor<256xi1>, tensor<256xf32> loc(#loc73)
+    %76 = arith.select %9, %43, %75 : tensor<256xi1>, tensor<256xf32> loc(#loc79)
+    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>> loc(#loc76)
+    %78 = tt.addptr %77, %4 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc76)
+    %79 = arith.truncf %76 : tensor<256xf32> to tensor<256xbf16> loc(#loc77)
+    tt.store %78, %79 : tensor<256x!tt.ptr<bf16>> loc(#loc77)
+    tt.return loc(#loc78)
+  } loc(#loc)
+} loc(#loc)
+#loc1 = loc(unknown)
+#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
+#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
+#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
+#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
+#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
+#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
+#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
+#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
+#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
+#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
+#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
+#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
+#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
+#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
+#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
+#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
+#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
+#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
+#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
+#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
+#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
+#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
+#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
+#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
+#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
+#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
+#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
+#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
+#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
+#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
+#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
+#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
+#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
+#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
+#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
+#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
+#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
+#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
+#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
+#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
+#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
+#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
+#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
+#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
+#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
+#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
+#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
+#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
+#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
+#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
+#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
+#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
+#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
+#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
+#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
+#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
+#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:35)
+#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:44)
+#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:31)
+#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:58)
+#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":62:20)
+#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:41)
+#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:31)
+#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:55)
+#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:106)
+#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:36)
+#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:49)
+#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:31)
+#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:63)
+#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":66:20)
+#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":67:20)
+#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":69:35)
+#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":70:34)
+#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":49:34)
+#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:25)
+#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:37)
+#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:4)
+#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config b/tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config
new file mode 100644
index 0000000..cf1032b
--- /dev/null
+++ b/tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config
@@ -0,0 +1 @@
+{"XBLOCK": 1024, "num_warps": 4, "num_stages": 1, "configs_hash": "3ca5c3e34d35093f3c9ab2829a9faeebad5e61c4ca13d5ed6053d7b71ce60d5a", "found_by_coordesc": false, "time_taken_ms": 85}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py b/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
new file mode 100644
index 0000000..b1255c5
--- /dev/null
+++ b/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
@@ -0,0 +1,34 @@
+
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.pointwise(
+    size_hints={'x': 2097152}, 
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'out_ptr0': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_mul_silu_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 2, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
+    min_elem_per_thread=0
+)
+@triton.jit
+def triton_poi_fused_mul_silu_0(in_ptr0, out_ptr0, xnumel, XBLOCK : tl.constexpr):
+    xnumel = 1212416
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:]
+    xmask = tl.full([XBLOCK], True, tl.int1)
+    x0 = (xindex % 18944)
+    x1 = xindex // 18944
+    x2 = xindex
+    tmp0 = tl.load(in_ptr0 + (x0 + 37888*x1), None).to(tl.float32)
+    tmp5 = tl.load(in_ptr0 + (18944 + x0 + 37888*x1), None).to(tl.float32)
+    tmp1 = tmp0.to(tl.float32)
+    tmp2 = tl.sigmoid(tmp1)
+    tmp3 = tmp1 * tmp2
+    tmp4 = tmp3.to(tl.float32)
+    tmp6 = tmp4 * tmp5
+    tl.store(out_ptr0 + (x2), tmp6, None)
diff --git a/tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py b/tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py
new file mode 100644
index 0000000..d740973
--- /dev/null
+++ b/tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py
@@ -0,0 +1,149 @@
+# AOT ID: ['0_inference']
+from ctypes import c_void_p, c_long, c_int
+import torch
+import math
+import random
+import os
+import tempfile
+from math import inf, nan
+from torch._inductor.hooks import run_intermediate_hooks
+from torch._inductor.utils import maybe_profile
+from torch._inductor.codegen.memory_planning import _align as align
+from torch import device, empty_strided
+from torch._inductor.async_compile import AsyncCompile
+from torch._inductor.select_algorithm import extern_kernels
+from torch._inductor.codegen.multi_kernel import MultiKernelCall
+import triton
+import triton.language as tl
+from torch._inductor.runtime.triton_heuristics import (
+    grid,
+    split_scan_grid,
+    grid_combo_kernels,
+    start_graph,
+    end_graph,
+    cooperative_reduction_grid,
+)
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+from torch._C import _cuda_getCurrentRawStream as get_raw_stream
+
+aten = torch.ops.aten
+inductor_ops = torch.ops.inductor
+_quantized = torch.ops._quantized
+assert_size_stride = torch._C._dynamo.guards.assert_size_stride
+empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
+empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
+empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
+reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
+alloc_from_pool = torch.ops.inductor._alloc_from_pool
+async_compile = AsyncCompile()
+empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
+
+
+# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py
+# Topologically Sorted Source Nodes: [x, pow_1, var, add, rsqrt, mul_, to_1, x_1], Original ATen: [aten._to_copy, aten.pow, aten.mean, aten.add, aten.rsqrt, aten.mul]
+# Source node to ATen node mapping:
+#   add => add
+#   mul_ => mul
+#   pow_1 => pow_1
+#   rsqrt => rsqrt
+#   to_1 => convert_element_type_1
+#   var => mean
+#   x => convert_element_type
+#   x_1 => mul_1
+# Graph fragment:
+#   %convert_element_type : [num_users=2] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%arg0_1, torch.float32), kwargs = {})
+#   %pow_1 : [num_users=1] = call_function[target=torch.ops.aten.pow.Tensor_Scalar](args = (%convert_element_type, 2), kwargs = {})
+#   %mean : [num_users=1] = call_function[target=torch.ops.aten.mean.dim](args = (%pow_1, [-1], True), kwargs = {})
+#   %add : [num_users=1] = call_function[target=torch.ops.aten.add.Tensor](args = (%mean, 1e-06), kwargs = {})
+#   %rsqrt : [num_users=1] = call_function[target=torch.ops.aten.rsqrt.default](args = (%add,), kwargs = {})
+#   %mul : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type, %rsqrt), kwargs = {})
+#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%mul, torch.bfloat16), kwargs = {})
+#   %mul_1 : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type_1, %arg1_1), kwargs = {})
+triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 = async_compile.triton('triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', '''
+import triton
+import triton.language as tl
+from triton.compiler.compiler import AttrsDescriptor
+
+from torch._inductor.runtime import triton_helpers, triton_heuristics
+from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
+from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
+triton_helpers.set_driver_to_gpu()
+
+@triton_heuristics.reduction(
+    size_hints={'x': 64, 'r': 4096},
+    reduction_hint=ReductionHint.INNER,
+    filename=__file__,
+    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'out_ptr1': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
+    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 3, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
+)
+@triton.jit
+def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, out_ptr1, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
+    xnumel = 64
+    rnumel = 3584
+    xoffset = tl.program_id(0) * XBLOCK
+    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
+    xmask = xindex < xnumel
+    rbase = tl.arange(0, RBLOCK)[None, :]
+    x0 = xindex
+    _tmp4 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp1 = tmp0.to(tl.float32)
+        tmp2 = tmp1 * tmp1
+        tmp3 = tl.broadcast_to(tmp2, [XBLOCK, RBLOCK])
+        tmp5 = _tmp4 + tmp3
+        _tmp4 = tl.where(rmask & xmask, tmp5, _tmp4)
+    tmp4 = tl.sum(_tmp4, 1)[:, None]
+    for roffset in range(0, rnumel, RBLOCK):
+        rindex = roffset + rbase
+        rmask = rindex < rnumel
+        r1 = rindex
+        tmp6 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
+        tmp15 = tl.load(in_ptr1 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
+        tmp7 = tmp6.to(tl.float32)
+        tmp8 = 3584.0
+        tmp9 = tmp4 / tmp8
+        tmp10 = 1e-06
+        tmp11 = tmp9 + tmp10
+        tmp12 = libdevice.rsqrt(tmp11)
+        tmp13 = tmp7 * tmp12
+        tmp14 = tmp13.to(tl.float32)
+        tmp16 = tmp14 * tmp15
+        tl.store(out_ptr1 + (r1 + 3584*x0), tmp16, rmask & xmask)
+''', device_str='cuda')
+
+
+async_compile.wait(globals())
+del async_compile
+
+def call(args):
+    arg0_1, arg1_1 = args
+    args.clear()
+    assert_size_stride(arg0_1, (64, 3584), (3584, 1))
+    assert_size_stride(arg1_1, (3584, ), (1, ))
+    with torch.cuda._DeviceGuard(0):
+        torch.cuda.set_device(0)
+        buf1 = empty_strided_cuda((64, 3584), (3584, 1), torch.bfloat16)
+        # Topologically Sorted Source Nodes: [x, pow_1, var, add, rsqrt, mul_, to_1, x_1], Original ATen: [aten._to_copy, aten.pow, aten.mean, aten.add, aten.rsqrt, aten.mul]
+        stream0 = get_raw_stream(0)
+        triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.run(arg0_1, arg1_1, buf1, 64, 3584, grid=grid(64), stream=stream0)
+        del arg0_1
+        del arg1_1
+    return (buf1, )
+
+
+def benchmark_compiled_module(times=10, repeat=10):
+    from torch._dynamo.testing import rand_strided
+    from torch._inductor.utils import print_performance
+    arg0_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
+    arg1_1 = rand_strided((3584, ), (1, ), device='cuda:0', dtype=torch.bfloat16)
+    fn = lambda: call([arg0_1, arg1_1])
+    return print_performance(fn, times=times, repeat=repeat)
+
+
+if __name__ == "__main__":
+    from torch._inductor.wrapper_benchmark import compiled_module_main
+    compiled_module_main('None', benchmark_compiled_module)

From a6532221a69dc7bd416175d342363a66c172b9a3 Mon Sep 17 00:00:00 2001
From: Jianping Li <jplee0202@gmail.com>
Date: Mon, 12 Jan 2026 06:26:11 +0000
Subject: [PATCH 3/4] test async

---
 diffulex/engine/tp_worker.py                  |  39 +-
 diffulex/sampler/base.py                      |  14 +-
 .../block_diffusion/engine/kvcache_manager.py |   2 +-
 examples/test_async_inference.py              |   2 -
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 tmp/tmp4rk1do60.cu                            | 304 ------
 tmp/tmp4x1qukay.cu                            | 417 --------
 tmp/tmp5jh6wryd.cu                            | 304 ------
 tmp/tmp642fbnoj.cu                            | 304 ------
 tmp/tmp6k8r9167.cu                            | 198 ----
 tmp/tmp6y6dm5x6.cu                            | 198 ----
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 tmp/tmp79q0jt0t.so                            | Bin 1988552 -> 0 bytes
 tmp/tmp7grvc_ul.cu                            | 304 ------
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 tmp/tmpbu_vju2_.cu                            | 304 ------
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diff --git a/diffulex/engine/tp_worker.py b/diffulex/engine/tp_worker.py
index f916dc9..e45ddc8 100755
--- a/diffulex/engine/tp_worker.py
+++ b/diffulex/engine/tp_worker.py
@@ -1,5 +1,6 @@
 import atexit
 import asyncio
+from concurrent.futures import ThreadPoolExecutor
 
 import torch.multiprocessing as mp
 
@@ -82,14 +83,25 @@ def step(self):
 
     async def step_async(self):
         """Async version of step that runs model inference in a thread pool."""
-        seqs, is_prefill = self.scheduler.schedule()
-        sample_output = await self.model_runner.call_async("run", seqs, is_prefill)
-        n_diff_steps = self.scheduler.postprocess(seqs, sample_output)
-        outputs = [(seq.seq_id, seq.completion_token_ids) for seq in seqs if seq.is_finished]
-        num_tokens = sum(seq.num_tokens for seq in seqs) if is_prefill else sum(seq.new_tokens for seq in seqs)
-        # Diffusion decoding modifies tokens in-place; we currently don't stream intermediate edits
-        deltas = []
-        return outputs, num_tokens, is_prefill, n_diff_steps, deltas
+        # Schedule and postprocess must run in the same thread to avoid race conditions
+        # Run the entire step in executor to ensure scheduler operations are thread-safe
+        loop = asyncio.get_event_loop()
+        executor = getattr(self, '_step_executor', None)
+        if executor is None:
+            executor = ThreadPoolExecutor(max_workers=1)
+            self._step_executor = executor
+        
+        # Run the entire step in executor to ensure scheduler operations are thread-safe
+        def _step():
+            seqs, is_prefill = self.scheduler.schedule()
+            sample_output = self.model_runner.call("run", seqs, is_prefill)
+            n_diff_steps = self.scheduler.postprocess(seqs, sample_output)
+            outputs = [(seq.seq_id, seq.completion_token_ids) for seq in seqs if seq.is_finished]
+            num_tokens = sum(seq.num_tokens for seq in seqs) if is_prefill else sum(seq.new_tokens for seq in seqs)
+            deltas = []
+            return outputs, num_tokens, is_prefill, n_diff_steps, deltas
+        
+        return await loop.run_in_executor(executor, _step)
 
     def is_finished(self):
         return self.scheduler.is_finished()
@@ -167,13 +179,10 @@ async def generate_async(
             sampling_params = [sampling_params] * len(prompts)
         # Map internal seq_id -> input index to keep output order stable
         seqid_to_idx = {}
-        # Add all requests concurrently using async
-        add_tasks = [
-            self.add_request_async(prompt, sp) 
-            for prompt, sp in zip(prompts, sampling_params)
-        ]
-        seq_ids = await asyncio.gather(*add_tasks)
-        for idx, sid in enumerate(seq_ids):
+        # Add requests synchronously to avoid race conditions with scheduler
+        # The actual async benefit comes from the inference steps, not request addition
+        for idx, (prompt, sp) in enumerate(zip(prompts, sampling_params)):
+            sid = self.add_request(prompt, sp)
             seqid_to_idx[sid] = idx
         outputs = [None] * len(prompts)
         prefill_throughput = decode_throughput = 0.
diff --git a/diffulex/sampler/base.py b/diffulex/sampler/base.py
index 34f394f..56734ab 100644
--- a/diffulex/sampler/base.py
+++ b/diffulex/sampler/base.py
@@ -86,10 +86,20 @@ def __init__(self):
         self.seq_last_logits_map: dict[str, torch.Tensor] = {}
         
     def _fetch_last_logits(self, logits: torch.Tensor, seq: SequenceBase) -> torch.Tensor:
+        seq_id_str = str(seq.seq_id)
         if seq.has_to_cache_block:
             last_logits = logits[seq.to_cache_last_token_id]
-            self.seq_last_logits_map[seq.seq_id] = last_logits
-        return self.seq_last_logits_map[seq.seq_id]
+            self.seq_last_logits_map[seq_id_str] = last_logits
+            return last_logits
+        # If no cached block, return cached value if available, otherwise use last logit
+        if seq_id_str in self.seq_last_logits_map:
+            return self.seq_last_logits_map[seq_id_str]
+        # Fallback: use last logit from current batch and cache it
+        last_logits = logits[-1] if logits.shape[0] > 0 else None
+        if last_logits is not None:
+            self.seq_last_logits_map[seq_id_str] = last_logits
+            return last_logits
+        raise ValueError(f"Cannot fetch last logits for sequence {seq.seq_id}: empty logits tensor")
     
     def _shift_logits(self, logits, last_logit=None):
         if logits.shape[1] == 0:
diff --git a/diffulex/strategy/block_diffusion/engine/kvcache_manager.py b/diffulex/strategy/block_diffusion/engine/kvcache_manager.py
index 9659c10..66fcf3d 100644
--- a/diffulex/strategy/block_diffusion/engine/kvcache_manager.py
+++ b/diffulex/strategy/block_diffusion/engine/kvcache_manager.py
@@ -28,7 +28,7 @@ def may_append(self, seq: "BDSequence") -> None:
             if last_block.hash == -1:
                 prev_end_token = seq.cached_or_caching_num_tokens - seq.caching_num_tokens - 1
                 prev_block_idx = prev_end_token // self.block_size
-                if prev_block_idx < seq.num_blocks:
+                if 0 <= prev_block_idx < seq.num_blocks:
                     token_ids: list[int] = seq.block(prev_block_idx)
                     prefix = self.blocks[block_table[-2]].hash if len(block_table) > 1 else -1
                     h = self.compute_hash(token_ids, prefix)
diff --git a/examples/test_async_inference.py b/examples/test_async_inference.py
index 217fe5b..b7c1c20 100644
--- a/examples/test_async_inference.py
+++ b/examples/test_async_inference.py
@@ -74,8 +74,6 @@ def main() -> None:
     print("=" * 80)
 
     # Create Diffulex engine for async inference
-    # Diffulex factory returns DiffulexTPWorker when data_parallel_size=1
-    # The worker will handle distributed initialization internally
     print("\n[Initializing Diffulex engine...]")
     worker = Diffulex(
         model=args.model,
diff --git a/tmp/tmp15deta9o.cu b/tmp/tmp15deta9o.cu
deleted file mode 100644
index ffcf278..0000000
--- a/tmp/tmp15deta9o.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[256];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 256; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 4; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 4; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 8) + (i_9 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 256; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 8) + (i_13 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 128; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 128; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 64; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 5) * 8192) + (((i_19 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 128; ++i_20) {
-    if (((((int)blockIdx.x) * 128) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_20) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp15deta9o.so b/tmp/tmp15deta9o.so
deleted file mode 100755
index 1cb273d22d14f35cb7bb92489898f3a17d578f37..0000000000000000000000000000000000000000
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diff --git a/tmp/tmp34kubzd3.cu b/tmp/tmp34kubzd3.cu
deleted file mode 100644
index 293c993..0000000
--- a/tmp/tmp34kubzd3.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[128];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 16; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 128; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 16; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 8) + (i_13 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 4; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 8) + (i_17 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 4; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 16; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 128; ++i_22) {
-      float condval_2;
-      if ((((36 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 8) + (i_25 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 4; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 128; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 4; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 8) + (i_29 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 4; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 64; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 128; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 128; ++i_33) {
-      float condval_3;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 4; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 4; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 4; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 8) + (i_36 * 2)) + (rv_4 >> 4))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 4; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 4; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 128; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 4; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 8) + (i_40 * 2)) + (rv_5 >> 4))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 4; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 64; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 128; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 128; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 64; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 16384) + (((i_45 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 128; ++i_46) {
-    if ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp3dplo__x.cu b/tmp/tmp3dplo__x.cu
deleted file mode 100644
index 7baa5e6..0000000
--- a/tmp/tmp3dplo__x.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[64];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 4) + (i_11 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 64; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 4) + (i_15 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 2; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 64; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      float condval_2;
-      if ((((20 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 16) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 128) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 2; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 2; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 4) + (i_23 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 64; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 4) + (i_27 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 2; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 32; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 64; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 64; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 32; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 64; ++i_33) {
-    if (((((int)blockIdx.x) * 64) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_33) + cu_seqlens_q[0])) {
-        if ((((i_33 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 81920);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 81920, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 81920, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp427efxrs.cu b/tmp/tmp427efxrs.cu
deleted file mode 100644
index 8f07318..0000000
--- a/tmp/tmp427efxrs.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[256];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 256; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 8; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 8; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 16) + (i_9 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 256; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 16) + (i_13 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 8; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 128; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 4) * 32) + (((i_15 & 3) >> 1) * 16)) + (((i_15 & 15) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 256; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 15) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 49152)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 256; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 128; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 6) * 16384) + (((i_19 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 256; ++i_20) {
-    if (((((int)blockIdx.x) * 256) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_20) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp427efxrs.so b/tmp/tmp427efxrs.so
deleted file mode 100755
index f429513c65455b4aecbf50dca838a0a654cdd7a6..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmp4rk1do60.cu b/tmp/tmp4rk1do60.cu
deleted file mode 100644
index 366db75..0000000
--- a/tmp/tmp4rk1do60.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[32];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[32];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 16; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 8; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 8; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 4) + (i_11 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 32; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 4) + (i_15 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 2; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 64; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 8; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 32; ++i_20) {
-      float condval_2;
-      if ((((12 <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 2; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 2; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 4) + (i_23 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 32; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 4) + (i_27 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 2; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 16; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 64; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 64; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 32; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((i_32 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 64; ++i_33) {
-    if ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp4x1qukay.cu b/tmp/tmp4x1qukay.cu
deleted file mode 100644
index 7c4311a..0000000
--- a/tmp/tmp4x1qukay.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[128];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((192 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((192 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 64; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 128; ++i_9) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 64; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 4) + (i_13 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 2; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 4) + (i_17 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 2; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 64; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 128; ++i_22) {
-      float condval_2;
-      if ((((68 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768)])), (&(acc_score[0])));
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 4) + (i_25 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 2; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 128; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 2; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 4) + (i_29 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 2; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 64; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 64; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
-    }
-  }
-  if ((193 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 128; ++i_33) {
-      float condval_3;
-      if ((((36 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 2; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 2; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 2; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 4) + (i_36 * 2)) + (rv_4 >> 5))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 2; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 2; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 128; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 2; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 4) + (i_40 * 2)) + (rv_5 >> 5))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 2; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 64; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 64; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 64; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 32; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 64; ++i_46) {
-    if (((((int)blockIdx.x) * 64) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_46) + cu_seqlens_q[0])) {
-        if ((((i_46 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 278528);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 278528, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 278528, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp5jh6wryd.cu b/tmp/tmp5jh6wryd.cu
deleted file mode 100644
index 05bcc36..0000000
--- a/tmp/tmp5jh6wryd.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[64];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 8; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 8; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 8) + (i_11 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 64; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 8) + (i_15 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 4; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 128; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 8; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      float condval_2;
-      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 4; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 4; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 8) + (i_23 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 64; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 8) + (i_27 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 4; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 32; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 128; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 128; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 64; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 5) * 16384) + (((i_32 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 128; ++i_33) {
-    if ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp642fbnoj.cu b/tmp/tmp642fbnoj.cu
deleted file mode 100644
index 9461cc1..0000000
--- a/tmp/tmp642fbnoj.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[64];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 8) + (i_11 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 64; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 8) + (i_15 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 4; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 128; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      float condval_2;
-      if ((((12 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_20 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 4; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 4; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 8) + (i_23 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 64; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 8) + (i_27 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 4; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 32; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 128; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 128; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 64; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 5) * 8192) + (((i_32 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 128; ++i_33) {
-    if (((((int)blockIdx.x) * 128) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_33) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 8192) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp6k8r9167.cu b/tmp/tmp6k8r9167.cu
deleted file mode 100644
index 53cf1c3..0000000
--- a/tmp/tmp6k8r9167.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[512];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[512];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 256; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 512; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 8; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 8; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 16) + (i_9 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 512; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 16) + (i_13 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 8; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 256; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 4) * 32) + (((i_15 & 3) >> 1) * 16)) + (((i_15 & 15) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 256; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 15) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 256; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 128; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 6) * 16384) + (((i_19 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 256; ++i_20) {
-    if (((((int)blockIdx.x) * 256) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_20) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp6y6dm5x6.cu b/tmp/tmp6y6dm5x6.cu
deleted file mode 100644
index c93edd5..0000000
--- a/tmp/tmp6y6dm5x6.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[64];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      float condval_2;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 2; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 2; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 4) + (i_9 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 64; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 4) + (i_13 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 32; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 64; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 32; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 64; ++i_20) {
-    if (((((int)blockIdx.x) * 64) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_20) + cu_seqlens_q[0])) {
-        if ((((i_20 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 81920);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 81920, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 81920, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp79q0jt0t.cu b/tmp/tmp79q0jt0t.cu
deleted file mode 100644
index 7a024c1..0000000
--- a/tmp/tmp79q0jt0t.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[128];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 128; ++i_7) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 64; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 4) + (i_11 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 128; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 4) + (i_15 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 2; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 64; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      float condval_2;
-      if ((((36 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 2; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 2; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 4) + (i_23 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 128; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 4) + (i_27 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 2; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 64; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 64; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 64; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 32; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 64; ++i_33) {
-    if (((((int)blockIdx.x) * 64) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_33) + cu_seqlens_q[0])) {
-        if ((((i_33 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 147456);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 147456, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 147456, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp79q0jt0t.so b/tmp/tmp79q0jt0t.so
deleted file mode 100755
index f0c3430adc3f998e9694df92c375a03f9a88e57d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmp7grvc_ul.cu b/tmp/tmp7grvc_ul.cu
deleted file mode 100644
index 86198c1..0000000
--- a/tmp/tmp7grvc_ul.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[64];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 4) + (i_11 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 64; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 4) + (i_15 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 2; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 64; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      float condval_2;
-      if ((((20 <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 2; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 2; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 4) + (i_23 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 64; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 4) + (i_27 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 2; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 32; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 64; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 64; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 32; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 64; ++i_33) {
-    if ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp7nr2bbxv.cu b/tmp/tmp7nr2bbxv.cu
deleted file mode 100644
index 8f2ef37..0000000
--- a/tmp/tmp7nr2bbxv.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[128];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 128; ++i_6) {
-      float condval_2;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 2; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 2; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 4) + (i_9 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 128; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 4) + (i_13 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 64; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 64; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 32; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 64; ++i_20) {
-    if ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp8601coyg.cu b/tmp/tmp8601coyg.cu
deleted file mode 100644
index 62e4a24..0000000
--- a/tmp/tmp8601coyg.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[64];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 16; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 64; ++i_9) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 16; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 4) + (i_13 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 2; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 4) + (i_17 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 2; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 16; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 64; ++i_22) {
-      float condval_2;
-      if ((((36 <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 4) + (i_25 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 2; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 64; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 2; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 4) + (i_29 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 2; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 32; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 64; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 64; ++i_33) {
-      float condval_3;
-      if ((((20 <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 2; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 2; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 2; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 4) + (i_36 * 2)) + (rv_4 >> 4))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 2; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 2; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 64; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 2; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 4) + (i_40 * 2)) + (rv_5 >> 4))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 2; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 32; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 64; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 64; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 32; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 64; ++i_46) {
-    if ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp_10p01y1.cu b/tmp/tmp_10p01y1.cu
deleted file mode 100644
index c12a40f..0000000
--- a/tmp/tmp_10p01y1.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[64];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 16; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 64; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 8192)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 16; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 8) + (i_13 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 4; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 8) + (i_17 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 4; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 16384)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 16; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 64; ++i_22) {
-      float condval_2;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_22 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 8) + (i_25 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 4; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 64; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 4; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 8) + (i_29 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 4; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 32; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 128; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 16384)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 64; ++i_33) {
-      float condval_3;
-      if ((((12 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_33 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 4; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 4; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 4; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 8) + (i_36 * 2)) + (rv_4 >> 3))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 4; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 4; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 64; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 4; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 8) + (i_40 * 2)) + (rv_5 >> 3))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 4; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 32; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 128; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 16384)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 128; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 64; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 8192) + (((i_45 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 128; ++i_46) {
-    if (((((int)blockIdx.x) * 128) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_46) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmp_10p01y1.so b/tmp/tmp_10p01y1.so
deleted file mode 100755
index a50b6788871720467c09ff9ccdea1445a92437c8..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/tmp/tmpb200fj9x.cu b/tmp/tmpb200fj9x.cu
deleted file mode 100644
index 93b336e..0000000
--- a/tmp/tmpb200fj9x.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[64];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 4; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 4; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 8) + (i_9 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 64; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 8) + (i_13 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 32; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 24576)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 128; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 64; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 5) * 8192) + (((i_19 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 128; ++i_20) {
-    if (((((int)blockIdx.x) * 128) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_20) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 8192) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpbu_vju2_.cu b/tmp/tmpbu_vju2_.cu
deleted file mode 100644
index 0af5986..0000000
--- a/tmp/tmpbu_vju2_.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[512];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_scale[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[512];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 256; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 512; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 64; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 8; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 16) + (i_11 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 8; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 512; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 8; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 16) + (i_15 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 8; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 256; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 4) * 32) + (((i_17 & 3) >> 1) * 16)) + (((i_17 & 15) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 256; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 15) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 512; ++i_20) {
-      float condval_2;
-      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_20 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_20 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 8; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 8; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 8; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 16) + (i_23 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 8; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 8; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 512; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 8; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 16) + (i_27 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 8; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 256; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 4) * 32) + (((i_29 & 3) >> 1) * 16)) + (((i_29 & 15) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 256; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 15) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 256; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 128; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 6) * 16384) + (((i_32 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 256; ++i_33) {
-    if (((((int)blockIdx.x) * 256) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_33) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpcmwrfd49.cu b/tmp/tmpcmwrfd49.cu
deleted file mode 100644
index 14517be..0000000
--- a/tmp/tmpcmwrfd49.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[128];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 128; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 8) + (i_11 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 128; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 8) + (i_15 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 4; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 128; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      float condval_2;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 4; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 4; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 8) + (i_23 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 128; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 8) + (i_27 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 4; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 64; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 128; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 128; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 64; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 5) * 16384) + (((i_32 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 128; ++i_33) {
-    if ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpcmwrfd49.so b/tmp/tmpcmwrfd49.so
deleted file mode 100755
index 0ceb2862bad17842a102db5c1fa3fccb8d84bfcf..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmpd_c8sbu0.cu b/tmp/tmpd_c8sbu0.cu
deleted file mode 100644
index 8424bbf..0000000
--- a/tmp/tmpd_c8sbu0.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[256];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 256; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 64; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 8) + (i_11 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 256; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 8) + (i_15 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 4; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 128; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 128; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 256; ++i_20) {
-      float condval_2;
-      if ((((36 <= ((((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_20 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 4; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 4; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 8) + (i_23 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 256; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 8) + (i_27 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 4; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 128; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 128; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 128; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 64; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 5) * 8192) + (((i_32 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 128; ++i_33) {
-    if (((((int)blockIdx.x) * 128) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_33) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpf2heg3j3.cu b/tmp/tmpf2heg3j3.cu
deleted file mode 100644
index f102780..0000000
--- a/tmp/tmpf2heg3j3.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[512];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_scale[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[512];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 256; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 64; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 512; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 64; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 8; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 16) + (i_13 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 8; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 8; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 512; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 8; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 16) + (i_17 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 8; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 256; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 4) * 32) + (((i_19 & 3) >> 1) * 16)) + (((i_19 & 15) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 256; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 15) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 64; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 512; ++i_22) {
-      float condval_2;
-      if ((((68 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_22 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_22 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 8; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 8; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 8; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 16) + (i_25 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 8; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 8; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 512; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 8; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 16) + (i_29 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 8; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 256; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 4) * 32) + (((i_31 & 3) >> 1) * 16)) + (((i_31 & 15) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 256; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 15) >> 1)]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 512; ++i_33) {
-      float condval_3;
-      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_33 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_33 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 8; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 8; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 8; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 16) + (i_36 * 2)) + (rv_4 >> 5))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 8; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 8; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 512; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 8; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 16) + (i_40 * 2)) + (rv_5 >> 5))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 8; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 256; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 4) * 32) + (((i_42 & 3) >> 1) * 16)) + (((i_42 & 15) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 256; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 15) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 256; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 128; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 6) * 16384) + (((i_45 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 256; ++i_46) {
-    if (((((int)blockIdx.x) * 256) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_46) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 327680);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 327680, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 327680, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpf2heg3j3.so b/tmp/tmpf2heg3j3.so
deleted file mode 100755
index 0ee17a45ff01a0fa50448b862c6bacff570a4af5..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/tmp/tmpfcyy5clt.cu b/tmp/tmpfcyy5clt.cu
deleted file mode 100644
index e1ab974..0000000
--- a/tmp/tmpfcyy5clt.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[128];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 128; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 32; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 8) + (i_13 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 4; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 8) + (i_17 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 4; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 32; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 128; ++i_22) {
-      float condval_2;
-      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_22 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 8) + (i_25 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 4; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 128; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 4; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 8) + (i_29 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 4; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 64; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 128; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 128; ++i_33) {
-      float condval_3;
-      if ((((20 <= (((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_33 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 4; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 4; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 4; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 8) + (i_36 * 2)) + (rv_4 >> 4))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 4; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 4; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 128; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 4; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 8) + (i_40 * 2)) + (rv_5 >> 4))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 4; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 64; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 128; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 128; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 64; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 8192) + (((i_45 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 128; ++i_46) {
-    if (((((int)blockIdx.x) * 128) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_46) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpfg4gxjxp.cu b/tmp/tmpfg4gxjxp.cu
deleted file mode 100644
index 1423ac4..0000000
--- a/tmp/tmpfg4gxjxp.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[128];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 128; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_7 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 8) + (i_11 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 128; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 8) + (i_15 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 4; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 128; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      float condval_2;
-      if ((((20 <= (((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_20 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 4; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 4; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 8) + (i_23 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 128; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 8) + (i_27 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 4; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 64; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 128; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 128; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 64; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 5) * 8192) + (((i_32 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 128; ++i_33) {
-    if (((((int)blockIdx.x) * 128) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_33) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpfg4gxjxp.so b/tmp/tmpfg4gxjxp.so
deleted file mode 100755
index 18ffc22832ec0c941952f4a0f7f097e2888bac4d..0000000000000000000000000000000000000000
GIT binary patch
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HcmV?d00001

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diff --git a/tmp/tmpgg85kaa3.cu b/tmp/tmpgg85kaa3.cu
deleted file mode 100644
index 4bcff66..0000000
--- a/tmp/tmpgg85kaa3.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[128];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 128; ++i_7) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 4) + (i_11 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 128; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 4) + (i_15 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 2; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 64; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      float condval_2;
-      if ((((36 <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 2; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 2; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 4) + (i_23 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 128; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 4) + (i_27 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 2; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 64; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 64; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 64; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 32; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 64; ++i_33) {
-    if ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 163840);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 163840, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 163840, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpgg85kaa3.so b/tmp/tmpgg85kaa3.so
deleted file mode 100755
index e39554f28847771cb76bd8ce4e7c80417ecc678d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/tmp/tmphk2_hfo1.cu b/tmp/tmphk2_hfo1.cu
deleted file mode 100644
index dc2b4e5..0000000
--- a/tmp/tmphk2_hfo1.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[128];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 128; ++i_9) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 32; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 4) + (i_13 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 2; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 4) + (i_17 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 2; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 32; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 128; ++i_22) {
-      float condval_2;
-      if ((((68 <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768)])), (&(acc_score[0])));
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 4) + (i_25 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 2; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 128; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 2; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 4) + (i_29 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 2; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 64; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 64; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 128; ++i_33) {
-      float condval_3;
-      if ((((36 <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 2; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 2; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 2; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 4) + (i_36 * 2)) + (rv_4 >> 5))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 2; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 2; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 128; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 2; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 4) + (i_40 * 2)) + (rv_5 >> 5))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 2; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 64; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 64; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 64; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 32; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 64; ++i_46) {
-    if ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 294912);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 294912, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 294912, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmphk2_hfo1.so b/tmp/tmphk2_hfo1.so
deleted file mode 100755
index 4e28c977a63802f67847443f2729c6be6fa5c798..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmphl_px3zk.cu b/tmp/tmphl_px3zk.cu
deleted file mode 100644
index aaa9a97..0000000
--- a/tmp/tmphl_px3zk.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[64];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 8; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 4; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 4; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 8) + (i_9 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 64; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 8) + (i_13 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 32; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 8; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 40960)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 128; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 64; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 5) * 16384) + (((i_19 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 128; ++i_20) {
-    if ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmphrjgyz1l.cu b/tmp/tmphrjgyz1l.cu
deleted file mode 100644
index f2dd0cd..0000000
--- a/tmp/tmphrjgyz1l.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[128];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 319) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 128; ++i_6) {
-      float condval_2;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<64, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 2; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 2; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 4) + (i_9 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 128; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 4) + (i_13 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 64; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<64, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 64; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 32; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 64; ++i_20) {
-    if (((((int)blockIdx.x) * 64) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_20) + cu_seqlens_q[0])) {
-        if ((((i_20 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 147456);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 147456, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 147456, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpi1290oss.cu b/tmp/tmpi1290oss.cu
deleted file mode 100644
index cb26324..0000000
--- a/tmp/tmpi1290oss.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[128];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 128; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 8; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 8; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 16) + (i_9 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 128; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 16) + (i_13 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 8; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 64; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 4) * 32) + (((i_15 & 3) >> 1) * 16)) + (((i_15 & 15) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 256; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 15) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 40960)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 256; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 128; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 6) * 16384) + (((i_19 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 256; ++i_20) {
-    if (((((int)blockIdx.x) * 256) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_20) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpi6f1f8ej.cu b/tmp/tmpi6f1f8ej.cu
deleted file mode 100644
index 5634c6c..0000000
--- a/tmp/tmpi6f1f8ej.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[64];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      float condval_2;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 2; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 2; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 4) + (i_9 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 64; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 4) + (i_13 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 32; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 64; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 32; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 64; ++i_20) {
-    if ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpjytyp86s.cu b/tmp/tmpjytyp86s.cu
deleted file mode 100644
index 3fa93be..0000000
--- a/tmp/tmpjytyp86s.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[32];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[32];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 16; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 8; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 8; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 8; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 32; ++i_9) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 8192)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 4) + (i_13 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 32; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 2; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 4) + (i_17 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 2; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 16384)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 8; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 32; ++i_22) {
-      float condval_2;
-      if ((((20 <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 4) + (i_25 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 2; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 32; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 2; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 4) + (i_29 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 2; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 16; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 64; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 16384)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 32; ++i_33) {
-      float condval_3;
-      if ((((12 <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 2; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 2; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 2; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 4) + (i_36 * 2)) + (rv_4 >> 3))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 2; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 2; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 32; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 2; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 4) + (i_40 * 2)) + (rv_5 >> 3))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 2; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 16; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 64; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 16384)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 64; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 32; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 64; ++i_46) {
-    if ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpjytyp86s.so b/tmp/tmpjytyp86s.so
deleted file mode 100755
index e3c134ca5cf34c6d472fe55902f2e0be4919cb4c..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmpk_qikd_2.cu b/tmp/tmpk_qikd_2.cu
deleted file mode 100644
index e0829f3..0000000
--- a/tmp/tmpk_qikd_2.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[128];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_scale[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 128; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 8; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 16) + (i_11 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 8; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 128; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 8; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 16) + (i_15 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 8; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 64; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 4) * 32) + (((i_17 & 3) >> 1) * 16)) + (((i_17 & 15) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 256; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 15) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      float condval_2;
-      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 8; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 8; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 8; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 16) + (i_23 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 8; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 8; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 128; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 8; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 16) + (i_27 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 8; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 64; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 4) * 32) + (((i_29 & 3) >> 1) * 16)) + (((i_29 & 15) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 256; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 15) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[40960])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 256; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 128; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 6) * 16384) + (((i_32 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 256; ++i_33) {
-    if (((((int)blockIdx.x) * 256) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_33) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpk_qikd_2.so b/tmp/tmpk_qikd_2.so
deleted file mode 100755
index e29d91e8bd9d0936d6a4303b212baae52aa2aebc..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmpkj0uy3qx.cu b/tmp/tmpkj0uy3qx.cu
deleted file mode 100644
index a7303fe..0000000
--- a/tmp/tmpkj0uy3qx.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[32];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[32];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 8192)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 16; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      float condval_2;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[8192])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 2; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 2; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 4) + (i_9 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 32; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 4) + (i_13 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 16; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 64; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 32; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 16384)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 64; ++i_20) {
-    if (((((int)blockIdx.x) * 64) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_20) + cu_seqlens_q[0])) {
-        if ((((i_20 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 16384)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 49152);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 49152, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 49152, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpmtg2mkik.cu b/tmp/tmpmtg2mkik.cu
deleted file mode 100644
index 7f47e98..0000000
--- a/tmp/tmpmtg2mkik.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[32];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[32];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 16; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 16; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 49152), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 32; ++i_9) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 8192)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 16; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 4) + (i_13 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 32; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 2; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 4) + (i_17 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 2; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 16384)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 16; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 32; ++i_22) {
-      float condval_2;
-      if ((((20 <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 4) + (i_25 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 2; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 32; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 2; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 4) + (i_29 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 2; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 16; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 64; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 16384)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 32; ++i_33) {
-      float condval_3;
-      if ((((12 <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 2; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 2; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 2; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 4) + (i_36 * 2)) + (rv_4 >> 3))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 2; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 2; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 32; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 2; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 4) + (i_40 * 2)) + (rv_5 >> 3))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 2; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 16; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 64; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 16384)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 64; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 32; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 64; ++i_46) {
-    if (((((int)blockIdx.x) * 64) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_46) + cu_seqlens_q[0])) {
-        if ((((i_46 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 81920);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 81920, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 81920, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpne7q0z5j.cu b/tmp/tmpne7q0z5j.cu
deleted file mode 100644
index 6b2a8d2..0000000
--- a/tmp/tmpne7q0z5j.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[256];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_scale[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 256; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 32; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 8; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 16) + (i_13 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 8; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 8; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 256; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 8; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 16) + (i_17 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 8; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 128; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 4) * 32) + (((i_19 & 3) >> 1) * 16)) + (((i_19 & 15) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 256; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 15) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 32; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 256; ++i_22) {
-      float condval_2;
-      if ((((36 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_22 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_22 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 8; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 8; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 8; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 16) + (i_25 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 8; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 8; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 256; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 8; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 16) + (i_29 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 8; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 128; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 4) * 32) + (((i_31 & 3) >> 1) * 16)) + (((i_31 & 15) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 256; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 15) >> 1)]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 256; ++i_33) {
-      float condval_3;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_33 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_33 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 8; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 8; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 8; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 16) + (i_36 * 2)) + (rv_4 >> 4))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 8; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 8; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 256; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 8; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 16) + (i_40 * 2)) + (rv_5 >> 4))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 8; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 128; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 4) * 32) + (((i_42 & 3) >> 1) * 16)) + (((i_42 & 15) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 256; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 15) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 256; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 128; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 6) * 16384) + (((i_45 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 256; ++i_46) {
-    if (((((int)blockIdx.x) * 256) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_46) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 16384) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpoz69tznq.cu b/tmp/tmpoz69tznq.cu
deleted file mode 100644
index 9b7b6c1..0000000
--- a/tmp/tmpoz69tznq.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[256];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 256; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 32; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 8) + (i_13 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 256; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 4; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 8) + (i_17 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 4; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 128; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 32; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 256; ++i_22) {
-      float condval_2;
-      if ((((68 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 8) + (i_25 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 4; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 256; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 4; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 8) + (i_29 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 4; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 128; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 128; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
-    }
-  }
-  if ((2 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 256; ++i_33) {
-      float condval_3;
-      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 4; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 4; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 4; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 8) + (i_36 * 2)) + (rv_4 >> 5))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 4; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 4; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 256; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 4; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 8) + (i_40 * 2)) + (rv_5 >> 5))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 4; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 128; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 128; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 128; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 64; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 16384) + (((i_45 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 128; ++i_46) {
-    if ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 327680);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 327680, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 327680, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpqk0dd0yg.cu b/tmp/tmpqk0dd0yg.cu
deleted file mode 100644
index 9a153be..0000000
--- a/tmp/tmpqk0dd0yg.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[128];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 255) - cu_seqlens_q[0]) >> 7) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 128; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_6 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<128, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 4; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 4; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 8) + (i_9 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 128; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 8) + (i_13 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 64; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_17 & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<128, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 128; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 64; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 5) * 8192) + (((i_19 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 32768)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 128; ++i_20) {
-    if (((((int)blockIdx.x) * 128) + i_20) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_20) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_20 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_20 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_20 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_20 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 32768)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 98304);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 98304, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 98304, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpqk0dd0yg.so b/tmp/tmpqk0dd0yg.so
deleted file mode 100755
index aa9a44558c3ed077b1943e454d5a30322fe7ba83..0000000000000000000000000000000000000000
GIT binary patch
literal 0
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diff --git a/tmp/tmpskavlii5.cu b/tmp/tmpskavlii5.cu
deleted file mode 100644
index 9b61f67..0000000
--- a/tmp/tmpskavlii5.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[32];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[32];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 16; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 191) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 8; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      float condval_2;
-      if (((((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 128) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_6 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<128, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 2; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 2; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 7) * 4) + (i_9 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 32; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 7) * 4) + (i_13 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 16; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_15 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 3) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 8; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && ((((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6) + kv_block_idx) < 1)) && (0 <= ((((kv_block_idx * 64) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 24576)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<128, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[24576])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 64; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 32; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((i_19 >> 4) * 8192) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_19 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_19 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_19 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 64; ++i_20) {
-    if ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 128) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 8192) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 65536);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 65536, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(256, 1, 1), 65536, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpskavlii5.so b/tmp/tmpskavlii5.so
deleted file mode 100755
index 899aadea4ba65252d3bc3bc57db2bca624b5bab1..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmpslfks9hf.cu b/tmp/tmpslfks9hf.cu
deleted file mode 100644
index 42663af..0000000
--- a/tmp/tmpslfks9hf.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[256];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_5) < 8)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 3) + i_6) < 8)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 256; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_7 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_8) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_8 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 31) * 8) + (i_11 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 256; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 31) * 8) + (i_15 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 4; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 128; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 3) * 16) + (((i_17 & 3) >> 1) * 8)) + (((i_17 & 7) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 128; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_19 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_19) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 256) + (i_19 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 256; ++i_20) {
-      float condval_2;
-      if ((((36 <= (((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 32) + (i_20 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)) * 256) + ((i_20 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 4; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 4; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 31) * 8) + (i_23 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 256; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 31) * 8) + (i_27 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 4; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 128; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 3) * 16) + (((i_29 & 3) >> 1) * 8)) + (((i_29 & 7) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 128; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 128; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 64; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_32 >> 5) * 16384) + (((i_32 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 128; ++i_33) {
-    if ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_33 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_33 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_33 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_33 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpt8q3rrwc.cu b/tmp/tmpt8q3rrwc.cu
deleted file mode 100644
index a710641..0000000
--- a/tmp/tmpt8q3rrwc.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[32];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[32];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 16384)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 16; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_7 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 2; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 2; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 7) * 4) + (i_11 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 32; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 7) * 4) + (i_15 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 2; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_17 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 64; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[8192])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 16; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 16384), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= ((((kv_block_idx * 64) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 32; ++i_20) {
-      float condval_2;
-      if ((((12 <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_20 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_20 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<64, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[16384])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 2; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 2; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 7) * 4) + (i_23 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 32; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 7) * 4) + (i_27 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 2; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 16; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_29 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 64; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 3) >> 1)]);
-    }
-  }
-  if ((1 <= ((((cu_seqlens_q[1] + 127) - cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[8192])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 64; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 32; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_32 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_32 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_32 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 16384)) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 64; ++i_33) {
-    if (((((int)blockIdx.x) * 64) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_33) + cu_seqlens_q[0])) {
-        if ((((i_33 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 16384)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 49152);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 49152, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 49152, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpt8q3rrwc.so b/tmp/tmpt8q3rrwc.so
deleted file mode 100755
index 0404dade6c5dffb95066cad1b3fc39c92223c70e..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmpu1cfq2k3.cu b/tmp/tmpu1cfq2k3.cu
deleted file mode 100644
index 7f7f6fd..0000000
--- a/tmp/tmpu1cfq2k3.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[256];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 2) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 128) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 131072)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 64; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 64; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 64; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((128 < (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (256 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 64; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 32768) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 196608), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 256; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_9 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 64; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 31) * 8) + (i_13 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 256; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 4; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 31) * 8) + (i_17 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 4; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 128; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 32768) + 65536)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 64; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 65536) + (((((int)threadIdx.x) & 31) >> 4) * 32768)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 131072), V+(((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)262144), ((((-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -448)) && (-512 <= ((((kv_block_idx * 256) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 256; ++i_22) {
-      float condval_2;
-      if ((((68 <= ((((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_22 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 512) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768)])), (&(acc_score[0])));
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 64; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 31) * 8) + (i_25 * 2)) + (rv_2 >> 5))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 4; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 256; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 4; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 64; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 31) * 8) + (i_29 * 2)) + (rv_3 >> 5))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 4; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 128; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 128; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
-    }
-  }
-  if ((129 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (257 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) & 511) >> 8) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 256; ++i_33) {
-      float condval_3;
-      if ((((36 <= ((((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 32) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 8)) - (((int)blockIdx.x) * 16))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 128) + (((i_33 & 7) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) * 256) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<128, 256, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[131072])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768)])), (&(acc_score[0])));
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 4; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 4; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 4; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 64; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 31) * 8) + (i_36 * 2)) + (rv_4 >> 5))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 4; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 4; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 256; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 4; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 64; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 31) * 8) + (i_40 * 2)) + (rv_5 >> 5))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 4; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 128; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 128; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
-    }
-  }
-  if ((-127 <= (((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<128, 128, 256, 4, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 128) + cu_seqlens_q[1]) + 383) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 255) - cu_seqlens_k[0])) >> 8) + 1) & 1) * 32768) + 65536)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 128; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 64; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_45 >> 5) * 8192) + (((i_45 & 3) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 131072)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 128; ++i_46) {
-    if (((((int)blockIdx.x) * 128) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 128) + i_46) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 2) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)458752) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 8192) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 131072)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 294912);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 294912, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 127) / 128, 28, 1), dim3(128, 1, 1), 294912, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpwbb7n87m.cu b/tmp/tmpwbb7n87m.cu
deleted file mode 100644
index ca7b953..0000000
--- a/tmp/tmpwbb7n87m.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[64];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_scale[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 8; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 8; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 8; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), K+((((((((int64_t)i_7) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 8; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 114688), V+((((((((int64_t)i_8) * (int64_t)4096) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 64; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 4; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 8) + (i_13 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 4; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 4; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 8) + (i_17 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 4; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 3) * 16) + (((i_19 & 3) >> 1) * 8)) + (((i_19 & 7) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 128; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 7) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 49152)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 8; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 1024)) + ((((int)threadIdx.x) >> 5) * 128)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 64)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 64; ++i_22) {
-      float condval_2;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 32768)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 4; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 4; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 4; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 8) + (i_25 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 4; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 4; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 64; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 4; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 8) + (i_29 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 4; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 32; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 3) * 16) + (((i_31 & 3) >> 1) * 8)) + (((i_31 & 7) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 128; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 7) >> 1)]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 49152)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 64; ++i_33) {
-      float condval_3;
-      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 3)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 7) >> 2) * 16)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 32768)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 4; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 4; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 4; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 8) + (i_36 * 2)) + (rv_4 >> 3))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 4; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 4; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 64; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 4; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 8) + (i_40 * 2)) + (rv_5 >> 3))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 4; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 32; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 3) * 16) + (((i_42 & 3) >> 1) * 8)) + (((i_42 & 7) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 128; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 7) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 8, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 49152)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 128; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 64; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 5) * 16384) + (((i_45 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 128; ++i_46) {
-    if ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_46 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_46 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_46 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_46 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpwp6c_zbs.cu b/tmp/tmpwp6c_zbs.cu
deleted file mode 100644
index fcb90c8..0000000
--- a/tmp/tmpwp6c_zbs.cu
+++ /dev/null
@@ -1,304 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[256];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_scale[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_5) < 16)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (((((((int)threadIdx.x) >> 5) + cu_seqlens_k[0]) >> 2) + i_6) < 16)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) - 1); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 256; ++i_7) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_7 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_7 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_7 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_7 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_7] = condval_1;
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_8) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_8 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 8; ++i_9) {
-      scores_max_prev[i_9] = scores_max[i_9];
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 8; ++i_10) {
-      scores_max[i_10] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_11] = max(scores_max[i_11], acc_score[((((rv & 15) * 16) + (i_11 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_11] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_11]);
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 8; ++i_12) {
-      scores_max[i_12] = max(scores_max[i_12], scores_max_prev[i_12]);
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      scores_scale[i_13] = exp2f(((scores_max_prev[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_13] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 256; ++i_14) {
-      acc_score[i_14] = exp2f(((acc_score[i_14] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_14 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 8; ++i_15) {
-      scores_sum[i_15] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_15] = (scores_sum[i_15] + acc_score[((((rv_1 & 15) * 16) + (i_15 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_15] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_15]);
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 8; ++i_16) {
-      log_sum[i_16] = ((log_sum[i_16] * scores_scale[i_16]) + scores_sum[i_16]);
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 128; ++i_17) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_17 >> 4) * 32) + (((i_17 & 3) >> 1) * 16)) + (((i_17 & 15) >> 2) * 4)) + ((i_17 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_17 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 256; ++i_18) {
-      acc_output[i_18] = (acc_output[i_18] * scores_scale[((i_18 & 15) >> 1)]);
-    }
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_19 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_19 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_19) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 128) + (i_19 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 256; ++i_20) {
-      float condval_2;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 16) + (i_20 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_20 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_20 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_20 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)) * 128) + ((i_20 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_20 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_20] = condval_2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<1>();
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 8; ++i_21) {
-      scores_max_prev[i_21] = scores_max[i_21];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 8; ++i_22) {
-      scores_max[i_22] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 8; ++i_23) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_23] = max(scores_max[i_23], acc_score[((((rv_2 & 15) * 16) + (i_23 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_23] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_23]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 8; ++i_24) {
-      scores_max[i_24] = max(scores_max[i_24], scores_max_prev[i_24]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 8; ++i_25) {
-      scores_scale[i_25] = exp2f(((scores_max_prev[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_25] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 256; ++i_26) {
-      acc_score[i_26] = exp2f(((acc_score[i_26] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_26 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 8; ++i_27) {
-      scores_sum[i_27] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_27] = (scores_sum[i_27] + acc_score[((((rv_3 & 15) * 16) + (i_27 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_27] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_27]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 8; ++i_28) {
-      log_sum[i_28] = ((log_sum[i_28] * scores_scale[i_28]) + scores_sum[i_28]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 128; ++i_29) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_29 >> 4) * 32) + (((i_29 & 3) >> 1) * 16)) + (((i_29 & 15) >> 2) * 4)) + ((i_29 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_29 * 2)) = __2;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 256; ++i_30) {
-      acc_output[i_30] = (acc_output[i_30] * scores_scale[((i_30 & 15) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<0>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_31 = 0; i_31 < 256; ++i_31) {
-    acc_output[i_31] = (acc_output[i_31] / log_sum[((i_31 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_32 = 0; i_32 < 128; ++i_32) {
-    uint1 __3;
-    float2 v__2 = *(float2*)(acc_output + (i_32 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-    ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-    ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_32 >> 6) * 16384) + (((i_32 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_32 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_32 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_32 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_32 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __3;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_33 = 0; i_33 < 256; ++i_33) {
-    if (((((int)blockIdx.x) * 256) + i_33) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_33) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_33 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_33) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_33 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_33 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_33 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_33 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpxtnw0830.cu b/tmp/tmpxtnw0830.cu
deleted file mode 100644
index e4df8f4..0000000
--- a/tmp/tmpxtnw0830.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[128];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((int)blockIdx.x) * 2) + (((cu_seqlens_q[1] + 383) - cu_seqlens_q[0]) >> 7)), (((cu_seqlens_k[1] + 127) - cu_seqlens_k[0]) >> 7)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 128; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<256, 128, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 4; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 4; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 15) * 8) + (i_9 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 128; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 15) * 8) + (i_13 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 64; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 16; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 2) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 128) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 49152)) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<256, 128, 128, 8, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[49152])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 128; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 64; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_19 >> 5) * 16384) + (((i_19 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 128; ++i_20) {
-    if ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpyb0qesmg.cu b/tmp/tmpyb0qesmg.cu
deleted file mode 100644
index 5d0ff67..0000000
--- a/tmp/tmpyb0qesmg.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[64];
-  float acc_score[64];
-  float log_sum[2];
-  float scores_max[2];
-  float scores_max_prev[2];
-  float scores_scale[2];
-  float scores_sum[2];
-  bfloat16_t acc_score_cast[64];
-  #pragma unroll
-  for (int i = 0; i < 16; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && ((((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1)) && (0 <= ((((((int)blockIdx.x) * 64) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 4096) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 32; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 32; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 2; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 2; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((-64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 32; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 32; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 32768), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((64 < (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (128 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 32; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < ((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 64; ++i_9) {
-      float condval_1;
-      if (((((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 128) + ((i_9 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((kv_block_idx & 1) * 16384)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 32; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+(((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)), K+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 2; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 2; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 2; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 32; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 15) * 4) + (i_13 * 2)) + (rv >> 4))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 2; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 2; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 64; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 2; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 32; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 15) * 4) + (i_17 * 2)) + (rv_1 >> 4))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 2; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 32; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (i_19 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 64; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 3) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 16384) + 32768)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 32; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 32768) + (((((int)threadIdx.x) & 31) >> 4) * 16384)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), V+(((((((((int64_t)kv_block_idx) * (int64_t)65536) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)131072), ((((-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -192)) && (-256 <= ((((kv_block_idx * 128) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 64; ++i_22) {
-      float condval_2;
-      if ((((36 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 16) + (i_22 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 256) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 128) + ((i_22 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) & 255) >> 7) * 16384)])), (&(acc_score[0])));
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 2; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 2; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 2; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 32; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 15) * 4) + (i_25 * 2)) + (rv_2 >> 4))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 2; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 2; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 64; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 2; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 32; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 15) * 4) + (i_29 * 2)) + (rv_3 >> 4))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 2; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 32; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (i_31 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 64; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 3) >> 1)]);
-    }
-  }
-  if ((65 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (129 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) & 255) >> 7) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 64; ++i_33) {
-      float condval_3;
-      if ((((20 <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 16) + (i_33 >> 2)) - ((((int)threadIdx.x) >> 6) * 4)) - (((int)blockIdx.x) * 8))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= ((((((int)blockIdx.x) * 64) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= (((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) * 128) + ((i_33 >> 2) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<64, 128, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) + 1) & 1) * 16384)])), (&(acc_score[0])));
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 2; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 2; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 2; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 32; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 15) * 4) + (i_36 * 2)) + (rv_4 >> 4))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 2; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 2; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 64; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 3) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 2; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 32; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 15) * 4) + (i_40 * 2)) + (rv_5 >> 4))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 2; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 32; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (i_42 * 2));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 64; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 3) >> 1)]);
-    }
-  }
-  if ((-63 <= (((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) - cu_seqlens_q[0])) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<64, 128, 128, 4, 1, 0, 0, 0, 128, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((((min(((((((int)blockIdx.x) * 64) + cu_seqlens_q[1]) + 191) - cu_seqlens_q[0]), ((cu_seqlens_k[1] + 127) - cu_seqlens_k[0])) >> 7) + 1) & 1) * 16384) + 32768)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 64; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 3) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 32; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 4) * 4096) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_45 & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 15) >> 3) + ((i_45 & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 7) >> 2) + ((i_45 & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 64; ++i_46) {
-    if (((((int)blockIdx.x) * 64) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 64) + i_46) + cu_seqlens_q[0])) {
-        if ((((i_46 + cu_seqlens_q[0]) >> 6) + ((int)blockIdx.x)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)229376) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((int)threadIdx.x) >> 6) * 4096) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 147456);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 147456, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 63) / 64, 28, 1), dim3(128, 1, 1), 147456, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpyb0qesmg.so b/tmp/tmpyb0qesmg.so
deleted file mode 100755
index 393579d334e65e6881ffbd00b1e2b2214e2e16aa..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

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diff --git a/tmp/tmpydszerx1.cu b/tmp/tmpydszerx1.cu
deleted file mode 100644
index 2982246..0000000
--- a/tmp/tmpydszerx1.cu
+++ /dev/null
@@ -1,417 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(128, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[256];
-  float acc_score[128];
-  float log_sum[8];
-  float scores_max[8];
-  float scores_max_prev[8];
-  float scores_scale[8];
-  float scores_sum[8];
-  bfloat16_t acc_score_cast[128];
-  #pragma unroll
-  for (int i = 0; i < 64; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)14336)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 256)) + ((((int)threadIdx.x) >> 5) * 64)) + (((((((int)threadIdx.x) & 15) >> 3) + (i & 1)) & 1) * 32)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 128; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 64; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 8; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 8; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 16; ++i_5) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_5 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((int64_t)i_5) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_5 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((0 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (0 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 16; ++i_6) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_6 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_6 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((int64_t)i_6) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)), ((((0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && ((((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 64)) && (0 <= (((i_6 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 16; ++i_7) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_7 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_7 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 81920), K+((((((((int64_t)i_7) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_7 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((1 < ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (64 < (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 16; ++i_8) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((((int)threadIdx.x) & 31) >> 4) * 8192) + (i_8 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_8 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 114688), V+((((((((int64_t)i_8) * (int64_t)2048) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)32768), ((((-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && ((((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < 0)) && (-64 <= (((i_8 * 4) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  for (int kv_block_idx = 0; kv_block_idx < (min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) - 2); ++kv_block_idx) {
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 128; ++i_9) {
-      float condval_1;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 64) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_9 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_9 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 64) + ((i_9 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_9 & 1))))) {
-        condval_1 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_1 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_9] = condval_1;
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 32768)])), (&(acc_score[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 16; ++i_10) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_10 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_10 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 65536), K+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_10) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_10 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 8; ++i_11) {
-      scores_max_prev[i_11] = scores_max[i_11];
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 8; ++i_12) {
-      scores_max[i_12] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 8; ++i_13) {
-      #pragma unroll
-      for (int rv = 0; rv < 16; ++rv) {
-        scores_max[i_13] = max(scores_max[i_13], acc_score[((((rv & 7) * 16) + (i_13 * 2)) + (rv >> 3))]);
-      }
-      scores_max[i_13] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 8; ++i_14) {
-      scores_max[i_14] = max(scores_max[i_14], scores_max_prev[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 8; ++i_15) {
-      scores_scale[i_15] = exp2f(((scores_max_prev[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_15] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_score[i_16] = exp2f(((acc_score[i_16] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_16 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 8; ++i_17) {
-      scores_sum[i_17] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 16; ++rv_1) {
-        scores_sum[i_17] = (scores_sum[i_17] + acc_score[((((rv_1 & 7) * 16) + (i_17 * 2)) + (rv_1 >> 3))]);
-      }
-      scores_sum[i_17] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_17]);
-    }
-    #pragma unroll
-    for (int i_18 = 0; i_18 < 8; ++i_18) {
-      log_sum[i_18] = ((log_sum[i_18] * scores_scale[i_18]) + scores_sum[i_18]);
-    }
-    #pragma unroll
-    for (int i_19 = 0; i_19 < 64; ++i_19) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_19 >> 4) * 32) + (((i_19 & 3) >> 1) * 16)) + (((i_19 & 15) >> 2) * 4)) + ((i_19 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_19 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_20 = 0; i_20 < 256; ++i_20) {
-      acc_output[i_20] = (acc_output[i_20] * scores_scale[((i_20 & 15) >> 1)]);
-    }
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((kv_block_idx & 1) * 8192) + 49152)])), (&(acc_output[0])));
-    __syncthreads();
-    #pragma unroll
-    for (int i_21 = 0; i_21 < 16; ++i_21) {
-      tl::cp_async_gs_conditional<8>(buf_dyn_shmem+((((((((((kv_block_idx & 1) * 16384) + (((((int)threadIdx.x) & 31) >> 4) * 8192)) + (i_21 * 512)) + ((((int)threadIdx.x) >> 5) * 128)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_21 & 1)) & 1) * 64)) + ((((((int)threadIdx.x) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 16)) + ((((int)threadIdx.x) & 1) * 8)) + 98304), V+(((((((((int64_t)kv_block_idx) * (int64_t)32768) + (((int64_t)i_21) * (int64_t)2048)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)) + (int64_t)65536), ((((-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) < -64)) && (-128 <= ((((kv_block_idx * 64) + (i_21 * 4)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]))));
-    }
-    tl::cp_async_commit();
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_22 = 0; i_22 < 128; ++i_22) {
-      float condval_2;
-      if ((((20 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_22 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_22 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_22 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_22 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 128) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_22 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_22 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_22] = condval_2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 32768)])), (&(acc_score[0])));
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_23 = 0; i_23 < 8; ++i_23) {
-      scores_max_prev[i_23] = scores_max[i_23];
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_24 = 0; i_24 < 8; ++i_24) {
-      scores_max[i_24] = -CUDART_INF_F;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_25 = 0; i_25 < 8; ++i_25) {
-      #pragma unroll
-      for (int rv_2 = 0; rv_2 < 16; ++rv_2) {
-        scores_max[i_25] = max(scores_max[i_25], acc_score[((((rv_2 & 7) * 16) + (i_25 * 2)) + (rv_2 >> 3))]);
-      }
-      scores_max[i_25] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_25]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_26 = 0; i_26 < 8; ++i_26) {
-      scores_max[i_26] = max(scores_max[i_26], scores_max_prev[i_26]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_27 = 0; i_27 < 8; ++i_27) {
-      scores_scale[i_27] = exp2f(((scores_max_prev[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_27] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_28 = 0; i_28 < 128; ++i_28) {
-      acc_score[i_28] = exp2f(((acc_score[i_28] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_28 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_29 = 0; i_29 < 8; ++i_29) {
-      scores_sum[i_29] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_3 = 0; rv_3 < 16; ++rv_3) {
-        scores_sum[i_29] = (scores_sum[i_29] + acc_score[((((rv_3 & 7) * 16) + (i_29 * 2)) + (rv_3 >> 3))]);
-      }
-      scores_sum[i_29] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_29]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_30 = 0; i_30 < 8; ++i_30) {
-      log_sum[i_30] = ((log_sum[i_30] * scores_scale[i_30]) + scores_sum[i_30]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_31 = 0; i_31 < 64; ++i_31) {
-      uint1 __2;
-      float2 v__1 = *(float2*)(acc_score + (((((i_31 >> 4) * 32) + (((i_31 & 3) >> 1) * 16)) + (((i_31 & 15) >> 2) * 4)) + ((i_31 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-      ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-      ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_31 * 2)) = __2;
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_32 = 0; i_32 < 256; ++i_32) {
-      acc_output[i_32] = (acc_output[i_32] * scores_scale[((i_32 & 15) >> 1)]);
-    }
-  }
-  if ((2 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (65 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[(((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) & 1) * 8192) + 49152)])), (&(acc_output[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_33 = 0; i_33 < 128; ++i_33) {
-      float condval_3;
-      if ((((12 <= (((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 8) + (i_33 >> 4)) - ((((int)threadIdx.x) >> 6) * 4)) - (((i_33 & 15) >> 2) * 8)) - (((int)blockIdx.x) * 32))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_33 & 15) >> 2) * 64)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_33 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || (((cu_seqlens_k[1] + 64) - cu_seqlens_k[0]) <= ((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) * 64) + ((i_33 >> 4) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_33 & 1))))) {
-        condval_3 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_3 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_33] = condval_3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_ss<256, 64, 128, 4, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 32768)])), (&(acc_score[0])));
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_34 = 0; i_34 < 8; ++i_34) {
-      scores_max_prev[i_34] = scores_max[i_34];
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_35 = 0; i_35 < 8; ++i_35) {
-      scores_max[i_35] = -CUDART_INF_F;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_36 = 0; i_36 < 8; ++i_36) {
-      #pragma unroll
-      for (int rv_4 = 0; rv_4 < 16; ++rv_4) {
-        scores_max[i_36] = max(scores_max[i_36], acc_score[((((rv_4 & 7) * 16) + (i_36 * 2)) + (rv_4 >> 3))]);
-      }
-      scores_max[i_36] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_36]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_37 = 0; i_37 < 8; ++i_37) {
-      scores_max[i_37] = max(scores_max[i_37], scores_max_prev[i_37]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_38 = 0; i_38 < 8; ++i_38) {
-      scores_scale[i_38] = exp2f(((scores_max_prev[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_38] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_39 = 0; i_39 < 128; ++i_39) {
-      acc_score[i_39] = exp2f(((acc_score[i_39] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_39 & 15) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_40 = 0; i_40 < 8; ++i_40) {
-      scores_sum[i_40] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_5 = 0; rv_5 < 16; ++rv_5) {
-        scores_sum[i_40] = (scores_sum[i_40] + acc_score[((((rv_5 & 7) * 16) + (i_40 * 2)) + (rv_5 >> 3))]);
-      }
-      scores_sum[i_40] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_40]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_41 = 0; i_41 < 8; ++i_41) {
-      log_sum[i_41] = ((log_sum[i_41] * scores_scale[i_41]) + scores_sum[i_41]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_42 = 0; i_42 < 64; ++i_42) {
-      uint1 __3;
-      float2 v__2 = *(float2*)(acc_score + (((((i_42 >> 4) * 32) + (((i_42 & 3) >> 1) * 16)) + (((i_42 & 15) >> 2) * 4)) + ((i_42 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__3) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__2));
-#else
-      ((nv_bfloat162*)(&(__3.x)))->x = (bfloat16_t)(v__2.x);
-      ((nv_bfloat162*)(&(__3.x)))->y = (bfloat16_t)(v__2.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_42 * 2)) = __3;
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    #pragma unroll
-    for (int i_43 = 0; i_43 < 256; ++i_43) {
-      acc_output[i_43] = (acc_output[i_43] * scores_scale[((i_43 & 15) >> 1)]);
-    }
-  }
-  if ((1 <= ((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6))) && (1 <= (cu_seqlens_k[1] - cu_seqlens_k[0]))) {
-    tl::cp_async_wait<3>();
-    __syncthreads();
-    tl::gemm_rs<256, 128, 64, 4, 1, 0, 0, 0, 64, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[((((min(((((int)blockIdx.x) * 4) + (((cu_seqlens_q[1] + 319) - cu_seqlens_q[0]) >> 6)), (((cu_seqlens_k[1] + 63) - cu_seqlens_k[0]) >> 6)) + 1) & 1) * 8192) + 49152)])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_44 = 0; i_44 < 256; ++i_44) {
-    acc_output[i_44] = (acc_output[i_44] / log_sum[((i_44 & 15) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_45 = 0; i_45 < 128; ++i_45) {
-    uint1 __4;
-    float2 v__3 = *(float2*)(acc_output + (i_45 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__4) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__3));
-#else
-    ((nv_bfloat162*)(&(__4.x)))->x = (bfloat16_t)(v__3.x);
-    ((nv_bfloat162*)(&(__4.x)))->y = (bfloat16_t)(v__3.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((i_45 >> 6) * 16384) + (((i_45 & 7) >> 1) * 4096)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_45 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_45 & 63) >> 5) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_45 & 31) >> 4) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_45 & 15) >> 3) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2))) = __4;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_46 = 0; i_46 < 256; ++i_46) {
-    if (((((int)blockIdx.x) * 256) + i_46) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= (((((int)blockIdx.x) * 256) + i_46) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((i_46 + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[(((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_46) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((int64_t)((int)threadIdx.x)))] = ((bfloat16_t*)buf_dyn_shmem)[(((((((((int)threadIdx.x) >> 6) * 16384) + (i_46 * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_46 & 7) >> 2)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + ((i_46 & 3) >> 1)) & 1) * 16)) + (((((((int)threadIdx.x) & 15) >> 3) + (i_46 & 1)) & 1) * 8)) + (((int)threadIdx.x) & 7))];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 131072);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 131072, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(128, 1, 1), 131072, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/tmpyy_glh_n.cu b/tmp/tmpyy_glh_n.cu
deleted file mode 100644
index 3159233..0000000
--- a/tmp/tmpyy_glh_n.cu
+++ /dev/null
@@ -1,198 +0,0 @@
-#include <math_constants.h>
-#include <tl_templates/cuda/gemm.h>
-#include <tl_templates/cuda/copy.h>
-#include <tl_templates/cuda/reduce.h>
-#include <tl_templates/cuda/ldsm.h>
-#include <tl_templates/cuda/threadblock_swizzle.h>
-#include <tl_templates/cuda/debug.h>
-#ifdef ENABLE_BF16
-#include <tl_templates/cuda/cuda_bf16_fallbacks.cuh>
-#endif
-
-extern "C" __global__ void kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q);
-extern "C" __global__ void __launch_bounds__(256, 1) kernel_kernel(bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ O, bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_k, int* __restrict__ cu_seqlens_q, int max_seqlen_q) {
-  extern __shared__ __align__(1024) uchar buf_dyn_shmem[];
-  float acc_output[128];
-  float acc_score[256];
-  float log_sum[4];
-  float scores_max[4];
-  float scores_max_prev[4];
-  float scores_sum[4];
-  bfloat16_t acc_score_cast[256];
-  #pragma unroll
-  for (int i = 0; i < 32; ++i) {
-    uint2 condval;
-    if (((((0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (((((int)blockIdx.x) * 4) + ((((i * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0]) >> 6)) < 1)) && (0 <= ((((((int)blockIdx.x) * 256) + (i * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_q[0])))) {
-      condval = *(uint2*)(Q + ((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i) * (int64_t)28672)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-    } else {
-      condval = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-    }
-    *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 32768)) = condval;
-  }
-  #pragma unroll
-  for (int i_1 = 0; i_1 < 64; ++i_1) {
-    *(float2*)(acc_output + (i_1 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_2 = 0; i_2 < 128; ++i_2) {
-    *(float2*)(acc_score + (i_2 * 2)) = make_float2(0x0p+0f/*0.000000e+00*/, 0x0p+0f/*0.000000e+00*/);
-  }
-  #pragma unroll
-  for (int i_3 = 0; i_3 < 4; ++i_3) {
-    log_sum[i_3] = 0x0p+0f/*0.000000e+00*/;
-  }
-  #pragma unroll
-  for (int i_4 = 0; i_4 < 4; ++i_4) {
-    scores_max[i_4] = -CUDART_INF_F;
-  }
-  for (int kv_block_idx = 0; kv_block_idx < min(((((cu_seqlens_q[1] + 511) - cu_seqlens_q[0]) >> 8) + ((int)blockIdx.x)), (((cu_seqlens_k[1] + 255) - cu_seqlens_k[0]) >> 8)); ++kv_block_idx) {
-    __syncthreads();
-    #pragma unroll
-    for (int i_5 = 0; i_5 < 32; ++i_5) {
-      uint2 condval_1;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_5 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_5 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_1 = *(uint2*)(K + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_5) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_1 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + ((((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_5 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4)) + 65536)) = condval_1;
-    }
-    #pragma unroll
-    for (int i_6 = 0; i_6 < 256; ++i_6) {
-      float condval_2;
-      if ((((((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 6) * 32)) + 32) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))) || ((cu_seqlens_q[1] - cu_seqlens_q[0]) <= (((((((int)blockIdx.x) * 256) + (((i_6 & 7) >> 2) * 128)) + ((((int)threadIdx.x) >> 5) * 16)) + (((i_6 & 3) >> 1) * 8)) + ((((int)threadIdx.x) & 31) >> 2)))) || ((cu_seqlens_k[1] - cu_seqlens_k[0]) <= ((((kv_block_idx * 256) + ((i_6 >> 3) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + (i_6 & 1))))) {
-        condval_2 = -0x1.dcd65p+29f/*-1.000000e+09*/;
-      } else {
-        condval_2 = 0x0p+0f/*0.000000e+00*/;
-      }
-      acc_score[i_6] = condval_2;
-    }
-    __syncthreads();
-    tl::gemm_ss<256, 256, 128, 8, 1, 0, 1, 0, 128, 128, 0, 0>((&(((bfloat16_t*)buf_dyn_shmem)[32768])), (&(((bfloat16_t*)buf_dyn_shmem)[65536])), (&(acc_score[0])));
-    #pragma unroll
-    for (int i_7 = 0; i_7 < 4; ++i_7) {
-      scores_max_prev[i_7] = scores_max[i_7];
-    }
-    #pragma unroll
-    for (int i_8 = 0; i_8 < 4; ++i_8) {
-      scores_max[i_8] = -CUDART_INF_F;
-    }
-    #pragma unroll
-    for (int i_9 = 0; i_9 < 4; ++i_9) {
-      #pragma unroll
-      for (int rv = 0; rv < 64; ++rv) {
-        scores_max[i_9] = max(scores_max[i_9], acc_score[((((rv & 31) * 8) + (i_9 * 2)) + (rv >> 5))]);
-      }
-      scores_max[i_9] = tl::AllReduce<tl::MaxOp, 4, 1, 0>::run(scores_max[i_9]);
-    }
-    #pragma unroll
-    for (int i_10 = 0; i_10 < 4; ++i_10) {
-      scores_max[i_10] = max(scores_max[i_10], scores_max_prev[i_10]);
-    }
-    #pragma unroll
-    for (int i_11 = 0; i_11 < 4; ++i_11) {
-      scores_max_prev[i_11] = exp2f(((scores_max_prev[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[i_11] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_12 = 0; i_12 < 256; ++i_12) {
-      acc_score[i_12] = exp2f(((acc_score[i_12] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/) - (scores_max[((i_12 & 7) >> 1)] * 0x1.0527dbd5cafffp-3f/*1.275174e-01*/)));
-    }
-    #pragma unroll
-    for (int i_13 = 0; i_13 < 4; ++i_13) {
-      scores_sum[i_13] = 0x0p+0f/*0.000000e+00*/;
-      #pragma unroll
-      for (int rv_1 = 0; rv_1 < 64; ++rv_1) {
-        scores_sum[i_13] = (scores_sum[i_13] + acc_score[((((rv_1 & 31) * 8) + (i_13 * 2)) + (rv_1 >> 5))]);
-      }
-      scores_sum[i_13] = tl::AllReduce<tl::SumOp, 4, 1, 0>::run(scores_sum[i_13]);
-    }
-    #pragma unroll
-    for (int i_14 = 0; i_14 < 4; ++i_14) {
-      log_sum[i_14] = ((log_sum[i_14] * scores_max_prev[i_14]) + scores_sum[i_14]);
-    }
-    #pragma unroll
-    for (int i_15 = 0; i_15 < 128; ++i_15) {
-      uint1 __1;
-      float2 v_ = *(float2*)(acc_score + (((((i_15 >> 3) * 16) + (((i_15 & 3) >> 1) * 8)) + (((i_15 & 7) >> 2) * 4)) + ((i_15 & 1) * 2)));
-#ifdef ENABLE_BF16
-      reinterpret_cast<__nv_bfloat162 &>(__1) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v_));
-#else
-      ((nv_bfloat162*)(&(__1.x)))->x = (bfloat16_t)(v_.x);
-      ((nv_bfloat162*)(&(__1.x)))->y = (bfloat16_t)(v_.y);
-#endif
-      *(uint1*)(acc_score_cast + (i_15 * 2)) = __1;
-    }
-    #pragma unroll
-    for (int i_16 = 0; i_16 < 128; ++i_16) {
-      acc_output[i_16] = (acc_output[i_16] * scores_max_prev[((i_16 & 7) >> 1)]);
-    }
-    __syncthreads();
-    #pragma unroll
-    for (int i_17 = 0; i_17 < 32; ++i_17) {
-      uint2 condval_3;
-      if (((((0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (((kv_block_idx * 4) + ((((i_17 * 8) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0]) >> 6)) < 1)) && (0 <= ((((kv_block_idx * 256) + (i_17 * 8)) + (((int)threadIdx.x) >> 5)) + cu_seqlens_k[0])))) {
-        condval_3 = *(uint2*)(V + ((((((((int64_t)kv_block_idx) * (int64_t)131072) + (((int64_t)i_17) * (int64_t)4096)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)5) * (int64_t)512)) + (((int64_t)cu_seqlens_k[(int64_t)0]) * (int64_t)512)) + ((((int64_t)((int)blockIdx.y)) / (int64_t)7) * (int64_t)128)) + ((((int64_t)((int)threadIdx.x)) & (int64_t)31) * (int64_t)4)));
-      } else {
-        condval_3 = make_uint2(__pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)), __pack_nv_bfloat162(bfloat16_t(0x0p+0f/*0.000000e+00*/), bfloat16_t(0x0p+0f/*0.000000e+00*/)));
-      }
-      *(uint2*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((int)threadIdx.x) & 31) >> 4) * 16384) + (i_17 * 512)) + ((((int)threadIdx.x) >> 5) * 64)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 32)) + (((((((int)threadIdx.x) & 127) >> 6) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 16)) + (((((((int)threadIdx.x) & 63) >> 5) + ((((int)threadIdx.x) & 3) >> 1)) & 1) * 8)) + ((((int)threadIdx.x) & 1) * 4))) = condval_3;
-    }
-    __syncthreads();
-    tl::gemm_rs<256, 128, 256, 8, 1, 0, 0, 0, 256, 128, 0, 0>((&(acc_score_cast[0])), (&(((bfloat16_t*)buf_dyn_shmem)[0])), (&(acc_output[0])));
-  }
-  #pragma unroll
-  for (int i_18 = 0; i_18 < 128; ++i_18) {
-    acc_output[i_18] = (acc_output[i_18] / log_sum[((i_18 & 7) >> 1)]);
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_19 = 0; i_19 < 64; ++i_19) {
-    uint1 __2;
-    float2 v__1 = *(float2*)(acc_output + (i_19 * 2));
-#ifdef ENABLE_BF16
-    reinterpret_cast<__nv_bfloat162 &>(__2) = fastertransformer::float22bf162(reinterpret_cast<float2 const &>(v__1));
-#else
-    ((nv_bfloat162*)(&(__2.x)))->x = (bfloat16_t)(v__1.x);
-    ((nv_bfloat162*)(&(__2.x)))->y = (bfloat16_t)(v__1.y);
-#endif
-    *(uint1*)(((bfloat16_t*)buf_dyn_shmem) + (((((((((((i_19 >> 5) * 16384) + (((i_19 & 3) >> 1) * 8192)) + ((((int)threadIdx.x) >> 5) * 1024)) + ((i_19 & 1) * 512)) + (((((int)threadIdx.x) & 31) >> 2) * 64)) + (((((i_19 & 31) >> 4) + ((((int)threadIdx.x) & 31) >> 4)) & 1) * 32)) + (((((i_19 & 15) >> 3) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 16)) + (((((i_19 & 7) >> 2) + ((((int)threadIdx.x) & 7) >> 2)) & 1) * 8)) + ((((int)threadIdx.x) & 3) * 2)) + 65536)) = __2;
-  }
-  __syncthreads();
-  #pragma unroll
-  for (int i_20 = 0; i_20 < 128; ++i_20) {
-    if ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) < (cu_seqlens_q[1] - cu_seqlens_q[0])) {
-      if (0 <= ((((((int)blockIdx.x) * 256) + (i_20 * 2)) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0])) {
-        if (((((int)blockIdx.x) * 4) + ((((i_20 * 2) + (((int)threadIdx.x) >> 7)) + cu_seqlens_q[0]) >> 6)) < 1) {
-          O[((((((((int64_t)((int)blockIdx.x)) * (int64_t)917504) + (((int64_t)i_20) * (int64_t)7168)) + ((((int64_t)((int)threadIdx.x)) >> (int64_t)7) * (int64_t)3584)) + (((int64_t)cu_seqlens_q[(int64_t)0]) * (int64_t)3584)) + (((int64_t)((int)blockIdx.y)) * (int64_t)128)) + (((int64_t)((int)threadIdx.x)) & (int64_t)127))] = ((bfloat16_t*)buf_dyn_shmem)[((((((((((((int)threadIdx.x) & 127) >> 6) * 16384) + (i_20 * 128)) + ((((int)threadIdx.x) >> 7) * 64)) + (((((((int)threadIdx.x) & 63) >> 5) + ((i_20 & 3) >> 1)) & 1) * 32)) + (((((((int)threadIdx.x) & 31) >> 4) + (i_20 & 1)) & 1) * 16)) + ((((((int)threadIdx.x) >> 7) + ((((int)threadIdx.x) & 15) >> 3)) & 1) * 8)) + (((int)threadIdx.x) & 7)) + 65536)];
-        }
-      }
-    }
-  }
-}
-
-
-#define ERROR_BUF_SIZE 1024
-static char error_buf[ERROR_BUF_SIZE];
-
-extern "C" const char* get_last_error() {
-    return error_buf;
-}
-
-extern "C" int init() {
-    error_buf[0] = '\0';
-    
-    cudaError_t result_kernel_kernel = cudaFuncSetAttribute(kernel_kernel, cudaFuncAttributeMaxDynamicSharedMemorySize, 196608);
-    if (result_kernel_kernel != CUDA_SUCCESS) {
-        snprintf(error_buf, ERROR_BUF_SIZE, "Failed to set the allowed dynamic shared memory size to %d with error: %s", 196608, cudaGetErrorString(result_kernel_kernel));
-        return -1;
-    }
-
-    return 0;
-}
-
-extern "C" int call(bfloat16_t* __restrict__ Q, bfloat16_t* __restrict__ K, bfloat16_t* __restrict__ V, int* __restrict__ cu_seqlens_q, int* __restrict__ cu_seqlens_k, int max_seqlen_q, bfloat16_t* __restrict__ O, cudaStream_t stream=cudaStreamDefault) {
-	kernel_kernel<<<dim3((max_seqlen_q + 255) / 256, 28, 1), dim3(256, 1, 1), 196608, stream>>>(K, O, Q, V, cu_seqlens_k, cu_seqlens_q, max_seqlen_q);
-	TILELANG_CHECK_LAST_ERROR("kernel_kernel");
-
-	return 0;
-}
diff --git a/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py b/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py
deleted file mode 100644
index c992454..0000000
--- a/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py
+++ /dev/null
@@ -1,62 +0,0 @@
-
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.reduction(
-    size_hints={'x': 64, 'r': 4096},
-    reduction_hint=ReductionHint.INNER,
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'in_ptr2': '*bf16', 'out_ptr1': '*bf16', 'out_ptr2': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4, 5, 6), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 5, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
-)
-@triton.jit
-def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, out_ptr2, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
-    xnumel = 64
-    rnumel = 3584
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
-    xmask = xindex < xnumel
-    rbase = tl.arange(0, RBLOCK)[None, :]
-    x0 = xindex
-    _tmp7 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp2 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp1 = tmp0.to(tl.float32)
-        tmp3 = tmp2.to(tl.float32)
-        tmp4 = tmp1 + tmp3
-        tmp5 = tmp4 * tmp4
-        tmp6 = tl.broadcast_to(tmp5, [XBLOCK, RBLOCK])
-        tmp8 = _tmp7 + tmp6
-        _tmp7 = tl.where(rmask & xmask, tmp8, _tmp7)
-    tmp7 = tl.sum(_tmp7, 1)[:, None]
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp9 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
-        tmp11 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
-        tmp21 = tl.load(in_ptr2 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp10 = tmp9.to(tl.float32)
-        tmp12 = tmp11.to(tl.float32)
-        tmp13 = tmp10 + tmp12
-        tmp14 = 3584.0
-        tmp15 = tmp7 / tmp14
-        tmp16 = 1e-06
-        tmp17 = tmp15 + tmp16
-        tmp18 = libdevice.rsqrt(tmp17)
-        tmp19 = tmp13 * tmp18
-        tmp20 = tmp19.to(tl.float32)
-        tmp22 = tmp20 * tmp21
-        tmp23 = tmp13.to(tl.float32)
-        tl.store(out_ptr1 + (r1 + 3584*x0), tmp22, rmask & xmask)
-        tl.store(out_ptr2 + (r1 + 3584*x0), tmp23, rmask & xmask)
diff --git a/tmp/torchinductor_ljp/7b/8eb1db5ad1c9c71db52d323dab9a0f2386cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config b/tmp/torchinductor_ljp/7b/8eb1db5ad1c9c71db52d323dab9a0f2386cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config
deleted file mode 100644
index d020e91..0000000
--- a/tmp/torchinductor_ljp/7b/8eb1db5ad1c9c71db52d323dab9a0f2386cc4ed0f4cc71a0dc82f3c7df59a3fc.best_config
+++ /dev/null
@@ -1 +0,0 @@
-{"XBLOCK": 1024, "num_warps": 4, "num_stages": 1, "configs_hash": "3ca5c3e34d35093f3c9ab2829a9faeebad5e61c4ca13d5ed6053d7b71ce60d5a", "found_by_coordesc": false, "time_taken_ms": 117}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py b/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py
deleted file mode 100644
index 1580062..0000000
--- a/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py
+++ /dev/null
@@ -1,72 +0,0 @@
-
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.pointwise(
-    size_hints={'x': 262144}, 
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
-    min_elem_per_thread=0
-)
-@triton.jit
-def triton_poi_fused__to_copy_cat_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
-    xnumel = 229376
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:]
-    xmask = tl.full([XBLOCK], True, tl.int1)
-    x0 = (xindex % 128)
-    x4 = xindex // 128
-    x2 = xindex // 3584
-    x3 = xindex
-    tmp0 = x0
-    tmp1 = tl.full([1], 0, tl.int64)
-    tmp2 = tmp0 >= tmp1
-    tmp3 = tl.full([1], 64, tl.int64)
-    tmp4 = tmp0 < tmp3
-    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp6 = tmp5.to(tl.float32)
-    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp9 = tmp7 + tmp8
-    tmp10 = tmp7 < 0
-    tmp11 = tl.where(tmp10, tmp9, tmp7)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
-    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp14 = tmp6 * tmp13
-    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp16 = tmp15.to(tl.float32)
-    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp18 = tmp16 * tmp17
-    tmp19 = tmp14 - tmp18
-    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
-    tmp21 = tl.where(tmp4, tmp19, tmp20)
-    tmp22 = tmp0 >= tmp3
-    tmp23 = tl.full([1], 128, tl.int64)
-    tmp24 = tmp0 < tmp23
-    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp26 = tmp25.to(tl.float32)
-    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp29 = tmp27 + tmp28
-    tmp30 = tmp27 < 0
-    tmp31 = tl.where(tmp30, tmp29, tmp27)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
-    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp34 = tmp26 * tmp33
-    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp36 = tmp35.to(tl.float32)
-    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp38 = tmp36 * tmp37
-    tmp39 = tmp34 + tmp38
-    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
-    tmp41 = tl.where(tmp22, tmp39, tmp40)
-    tmp42 = tl.where(tmp4, tmp21, tmp41)
-    tmp43 = tmp42.to(tl.float32)
-    tl.store(out_ptr1 + (x3), tmp43, None)
diff --git a/tmp/torchinductor_ljp/cv/ccvr7asjjvs7jcqjfsdfm3hmu64gbtq3aphrnzbehio6fqxgbyy4.py b/tmp/torchinductor_ljp/cv/ccvr7asjjvs7jcqjfsdfm3hmu64gbtq3aphrnzbehio6fqxgbyy4.py
deleted file mode 100644
index 1150a6b..0000000
--- a/tmp/torchinductor_ljp/cv/ccvr7asjjvs7jcqjfsdfm3hmu64gbtq3aphrnzbehio6fqxgbyy4.py
+++ /dev/null
@@ -1,248 +0,0 @@
-# AOT ID: ['1_inference']
-from ctypes import c_void_p, c_long, c_int
-import torch
-import math
-import random
-import os
-import tempfile
-from math import inf, nan
-from torch._inductor.hooks import run_intermediate_hooks
-from torch._inductor.utils import maybe_profile
-from torch._inductor.codegen.memory_planning import _align as align
-from torch import device, empty_strided
-from torch._inductor.async_compile import AsyncCompile
-from torch._inductor.select_algorithm import extern_kernels
-from torch._inductor.codegen.multi_kernel import MultiKernelCall
-import triton
-import triton.language as tl
-from torch._inductor.runtime.triton_heuristics import (
-    grid,
-    split_scan_grid,
-    grid_combo_kernels,
-    start_graph,
-    end_graph,
-    cooperative_reduction_grid,
-)
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-
-aten = torch.ops.aten
-inductor_ops = torch.ops.inductor
-_quantized = torch.ops._quantized
-assert_size_stride = torch._C._dynamo.guards.assert_size_stride
-empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
-empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
-empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
-reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
-alloc_from_pool = torch.ops.inductor._alloc_from_pool
-async_compile = AsyncCompile()
-empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
-
-
-# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py
-# Topologically Sorted Source Nodes: [cat, to_1], Original ATen: [aten.cat, aten._to_copy]
-# Source node to ATen node mapping:
-#   cat => cat
-#   to_1 => convert_element_type_1
-# Graph fragment:
-#   %cat : [num_users=1] = call_function[target=torch.ops.aten.cat.default](args = ([%sub, %add], -1), kwargs = {})
-#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%cat, torch.bfloat16), kwargs = {})
-triton_poi_fused__to_copy_cat_0 = async_compile.triton('triton_poi_fused__to_copy_cat_0', '''
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.pointwise(
-    size_hints={'x': 262144}, 
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
-    min_elem_per_thread=0
-)
-@triton.jit
-def triton_poi_fused__to_copy_cat_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
-    xnumel = 229376
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:]
-    xmask = tl.full([XBLOCK], True, tl.int1)
-    x0 = (xindex % 128)
-    x4 = xindex // 128
-    x2 = xindex // 3584
-    x3 = xindex
-    tmp0 = x0
-    tmp1 = tl.full([1], 0, tl.int64)
-    tmp2 = tmp0 >= tmp1
-    tmp3 = tl.full([1], 64, tl.int64)
-    tmp4 = tmp0 < tmp3
-    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp6 = tmp5.to(tl.float32)
-    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp9 = tmp7 + tmp8
-    tmp10 = tmp7 < 0
-    tmp11 = tl.where(tmp10, tmp9, tmp7)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
-    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp14 = tmp6 * tmp13
-    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp16 = tmp15.to(tl.float32)
-    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp18 = tmp16 * tmp17
-    tmp19 = tmp14 - tmp18
-    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
-    tmp21 = tl.where(tmp4, tmp19, tmp20)
-    tmp22 = tmp0 >= tmp3
-    tmp23 = tl.full([1], 128, tl.int64)
-    tmp24 = tmp0 < tmp23
-    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp26 = tmp25.to(tl.float32)
-    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp29 = tmp27 + tmp28
-    tmp30 = tmp27 < 0
-    tmp31 = tl.where(tmp30, tmp29, tmp27)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
-    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp34 = tmp26 * tmp33
-    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp36 = tmp35.to(tl.float32)
-    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp38 = tmp36 * tmp37
-    tmp39 = tmp34 + tmp38
-    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
-    tmp41 = tl.where(tmp22, tmp39, tmp40)
-    tmp42 = tl.where(tmp4, tmp21, tmp41)
-    tmp43 = tmp42.to(tl.float32)
-    tl.store(out_ptr1 + (x3), tmp43, None)
-''', device_str='cuda')
-
-
-# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py
-# Topologically Sorted Source Nodes: [cat_1, to_3], Original ATen: [aten.cat, aten._to_copy]
-# Source node to ATen node mapping:
-#   cat_1 => cat_1
-#   to_3 => convert_element_type_3
-# Graph fragment:
-#   %cat_1 : [num_users=1] = call_function[target=torch.ops.aten.cat.default](args = ([%sub_1, %add_1], -1), kwargs = {})
-#   %convert_element_type_3 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%cat_1, torch.bfloat16), kwargs = {})
-triton_poi_fused__to_copy_cat_1 = async_compile.triton('triton_poi_fused__to_copy_cat_1', '''
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.pointwise(
-    size_hints={'x': 32768}, 
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_1', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
-    min_elem_per_thread=0
-)
-@triton.jit
-def triton_poi_fused__to_copy_cat_1(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
-    xnumel = 32768
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:]
-    xmask = tl.full([XBLOCK], True, tl.int1)
-    x0 = (xindex % 128)
-    x4 = xindex // 128
-    x2 = xindex // 512
-    x3 = xindex
-    tmp0 = x0
-    tmp1 = tl.full([1], 0, tl.int64)
-    tmp2 = tmp0 >= tmp1
-    tmp3 = tl.full([1], 64, tl.int64)
-    tmp4 = tmp0 < tmp3
-    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp6 = tmp5.to(tl.float32)
-    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp9 = tmp7 + tmp8
-    tmp10 = tmp7 < 0
-    tmp11 = tl.where(tmp10, tmp9, tmp7)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
-    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp14 = tmp6 * tmp13
-    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp16 = tmp15.to(tl.float32)
-    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp18 = tmp16 * tmp17
-    tmp19 = tmp14 - tmp18
-    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
-    tmp21 = tl.where(tmp4, tmp19, tmp20)
-    tmp22 = tmp0 >= tmp3
-    tmp23 = tl.full([1], 128, tl.int64)
-    tmp24 = tmp0 < tmp23
-    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp26 = tmp25.to(tl.float32)
-    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp29 = tmp27 + tmp28
-    tmp30 = tmp27 < 0
-    tmp31 = tl.where(tmp30, tmp29, tmp27)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
-    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp34 = tmp26 * tmp33
-    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp36 = tmp35.to(tl.float32)
-    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp38 = tmp36 * tmp37
-    tmp39 = tmp34 + tmp38
-    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
-    tmp41 = tl.where(tmp22, tmp39, tmp40)
-    tmp42 = tl.where(tmp4, tmp21, tmp41)
-    tmp43 = tmp42.to(tl.float32)
-    tl.store(out_ptr1 + (x3), tmp43, None)
-''', device_str='cuda')
-
-
-async_compile.wait(globals())
-del async_compile
-
-def call(args):
-    arg0_1, arg1_1, arg2_1, arg3_1 = args
-    args.clear()
-    assert_size_stride(arg0_1, (64, 3584), (3584, 1))
-    assert_size_stride(arg1_1, (64, 512), (512, 1))
-    assert_size_stride(arg2_1, (32768, 128), (128, 1))
-    assert_size_stride(arg3_1, (64, ), (1, ))
-    with torch.cuda._DeviceGuard(0):
-        torch.cuda.set_device(0)
-        buf1 = empty_strided_cuda((64, 28, 128), (3584, 128, 1), torch.bfloat16)
-        # Topologically Sorted Source Nodes: [cat, to_1], Original ATen: [aten.cat, aten._to_copy]
-        stream0 = get_raw_stream(0)
-        triton_poi_fused__to_copy_cat_0.run(arg0_1, arg3_1, arg2_1, buf1, 229376, grid=grid(229376), stream=stream0)
-        del arg0_1
-        buf3 = empty_strided_cuda((64, 4, 128), (512, 128, 1), torch.bfloat16)
-        # Topologically Sorted Source Nodes: [cat_1, to_3], Original ATen: [aten.cat, aten._to_copy]
-        stream0 = get_raw_stream(0)
-        triton_poi_fused__to_copy_cat_1.run(arg1_1, arg3_1, arg2_1, buf3, 32768, grid=grid(32768), stream=stream0)
-        del arg1_1
-        del arg2_1
-        del arg3_1
-    return (reinterpret_tensor(buf1, (64, 3584), (3584, 1), 0), reinterpret_tensor(buf3, (64, 512), (512, 1), 0), )
-
-
-def benchmark_compiled_module(times=10, repeat=10):
-    from torch._dynamo.testing import rand_strided
-    from torch._inductor.utils import print_performance
-    arg0_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
-    arg1_1 = rand_strided((64, 512), (512, 1), device='cuda:0', dtype=torch.bfloat16)
-    arg2_1 = rand_strided((32768, 128), (128, 1), device='cuda:0', dtype=torch.float32)
-    arg3_1 = rand_strided((64, ), (1, ), device='cuda:0', dtype=torch.int64)
-    fn = lambda: call([arg0_1, arg1_1, arg2_1, arg3_1])
-    return print_performance(fn, times=times, repeat=repeat)
-
-
-if __name__ == "__main__":
-    from torch._inductor.wrapper_benchmark import compiled_module_main
-    compiled_module_main('None', benchmark_compiled_module)
diff --git a/tmp/torchinductor_ljp/da/cdarfvs6dlzyukyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py b/tmp/torchinductor_ljp/da/cdarfvs6dlzyukyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py
deleted file mode 100644
index 2e08c74..0000000
--- a/tmp/torchinductor_ljp/da/cdarfvs6dlzyukyryldlyympwzcxlurryh77v4sielc5qvd2a45t.py
+++ /dev/null
@@ -1,167 +0,0 @@
-# AOT ID: ['2_inference']
-from ctypes import c_void_p, c_long, c_int
-import torch
-import math
-import random
-import os
-import tempfile
-from math import inf, nan
-from torch._inductor.hooks import run_intermediate_hooks
-from torch._inductor.utils import maybe_profile
-from torch._inductor.codegen.memory_planning import _align as align
-from torch import device, empty_strided
-from torch._inductor.async_compile import AsyncCompile
-from torch._inductor.select_algorithm import extern_kernels
-from torch._inductor.codegen.multi_kernel import MultiKernelCall
-import triton
-import triton.language as tl
-from torch._inductor.runtime.triton_heuristics import (
-    grid,
-    split_scan_grid,
-    grid_combo_kernels,
-    start_graph,
-    end_graph,
-    cooperative_reduction_grid,
-)
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-
-aten = torch.ops.aten
-inductor_ops = torch.ops.inductor
-_quantized = torch.ops._quantized
-assert_size_stride = torch._C._dynamo.guards.assert_size_stride
-empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
-empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
-empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
-reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
-alloc_from_pool = torch.ops.inductor._alloc_from_pool
-async_compile = AsyncCompile()
-empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
-
-
-# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py
-# Topologically Sorted Source Nodes: [to, to_1, x, pow_1, var, add, rsqrt, mul_, to_3, x_1, residual], Original ATen: [aten._to_copy, aten.add, aten.pow, aten.mean, aten.rsqrt, aten.mul]
-# Source node to ATen node mapping:
-#   add => add_1
-#   mul_ => mul
-#   pow_1 => pow_1
-#   residual => convert_element_type_2
-#   rsqrt => rsqrt
-#   to => convert_element_type
-#   to_1 => convert_element_type_1
-#   to_3 => convert_element_type_3
-#   var => mean
-#   x => add
-#   x_1 => mul_1
-# Graph fragment:
-#   %convert_element_type : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%arg0_1, torch.float32), kwargs = {})
-#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%arg1_1, torch.float32), kwargs = {})
-#   %add : [num_users=3] = call_function[target=torch.ops.aten.add.Tensor](args = (%convert_element_type, %convert_element_type_1), kwargs = {})
-#   %pow_1 : [num_users=1] = call_function[target=torch.ops.aten.pow.Tensor_Scalar](args = (%add, 2), kwargs = {})
-#   %mean : [num_users=1] = call_function[target=torch.ops.aten.mean.dim](args = (%pow_1, [-1], True), kwargs = {})
-#   %add_1 : [num_users=1] = call_function[target=torch.ops.aten.add.Tensor](args = (%mean, 1e-06), kwargs = {})
-#   %rsqrt : [num_users=1] = call_function[target=torch.ops.aten.rsqrt.default](args = (%add_1,), kwargs = {})
-#   %mul : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%add, %rsqrt), kwargs = {})
-#   %convert_element_type_3 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%mul, torch.bfloat16), kwargs = {})
-#   %mul_1 : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type_3, %arg2_1), kwargs = {})
-#   %convert_element_type_2 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%add, torch.bfloat16), kwargs = {})
-triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 = async_compile.triton('triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', '''
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.reduction(
-    size_hints={'x': 64, 'r': 4096},
-    reduction_hint=ReductionHint.INNER,
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'in_ptr2': '*bf16', 'out_ptr1': '*bf16', 'out_ptr2': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4, 5, 6), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 5, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
-)
-@triton.jit
-def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, in_ptr2, out_ptr1, out_ptr2, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
-    xnumel = 64
-    rnumel = 3584
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
-    xmask = xindex < xnumel
-    rbase = tl.arange(0, RBLOCK)[None, :]
-    x0 = xindex
-    _tmp7 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp2 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp1 = tmp0.to(tl.float32)
-        tmp3 = tmp2.to(tl.float32)
-        tmp4 = tmp1 + tmp3
-        tmp5 = tmp4 * tmp4
-        tmp6 = tl.broadcast_to(tmp5, [XBLOCK, RBLOCK])
-        tmp8 = _tmp7 + tmp6
-        _tmp7 = tl.where(rmask & xmask, tmp8, _tmp7)
-    tmp7 = tl.sum(_tmp7, 1)[:, None]
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp9 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
-        tmp11 = tl.load(in_ptr1 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
-        tmp21 = tl.load(in_ptr2 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp10 = tmp9.to(tl.float32)
-        tmp12 = tmp11.to(tl.float32)
-        tmp13 = tmp10 + tmp12
-        tmp14 = 3584.0
-        tmp15 = tmp7 / tmp14
-        tmp16 = 1e-06
-        tmp17 = tmp15 + tmp16
-        tmp18 = libdevice.rsqrt(tmp17)
-        tmp19 = tmp13 * tmp18
-        tmp20 = tmp19.to(tl.float32)
-        tmp22 = tmp20 * tmp21
-        tmp23 = tmp13.to(tl.float32)
-        tl.store(out_ptr1 + (r1 + 3584*x0), tmp22, rmask & xmask)
-        tl.store(out_ptr2 + (r1 + 3584*x0), tmp23, rmask & xmask)
-''', device_str='cuda')
-
-
-async_compile.wait(globals())
-del async_compile
-
-def call(args):
-    arg0_1, arg1_1, arg2_1 = args
-    args.clear()
-    assert_size_stride(arg0_1, (64, 3584), (3584, 1))
-    assert_size_stride(arg1_1, (64, 3584), (3584, 1))
-    assert_size_stride(arg2_1, (3584, ), (1, ))
-    with torch.cuda._DeviceGuard(0):
-        torch.cuda.set_device(0)
-        buf1 = empty_strided_cuda((64, 3584), (3584, 1), torch.bfloat16)
-        buf2 = empty_strided_cuda((64, 3584), (3584, 1), torch.bfloat16)
-        # Topologically Sorted Source Nodes: [to, to_1, x, pow_1, var, add, rsqrt, mul_, to_3, x_1, residual], Original ATen: [aten._to_copy, aten.add, aten.pow, aten.mean, aten.rsqrt, aten.mul]
-        stream0 = get_raw_stream(0)
-        triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.run(arg0_1, arg1_1, arg2_1, buf1, buf2, 64, 3584, grid=grid(64), stream=stream0)
-        del arg0_1
-        del arg1_1
-        del arg2_1
-    return (buf1, buf2, )
-
-
-def benchmark_compiled_module(times=10, repeat=10):
-    from torch._dynamo.testing import rand_strided
-    from torch._inductor.utils import print_performance
-    arg0_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
-    arg1_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
-    arg2_1 = rand_strided((3584, ), (1, ), device='cuda:0', dtype=torch.bfloat16)
-    fn = lambda: call([arg0_1, arg1_1, arg2_1])
-    return print_performance(fn, times=times, repeat=repeat)
-
-
-if __name__ == "__main__":
-    from torch._inductor.wrapper_benchmark import compiled_module_main
-    compiled_module_main('None', benchmark_compiled_module)
diff --git a/tmp/torchinductor_ljp/fxgraph/4l/f4la3fdypun3nyz6pomeleqsl47rbfuawfq6zmpdhidpmb4zed3h/i2tgih6olqvud6cfjwo2jmzkjkmsy7qe2przql3lnsuspgspdk3 b/tmp/torchinductor_ljp/fxgraph/4l/f4la3fdypun3nyz6pomeleqsl47rbfuawfq6zmpdhidpmb4zed3h/i2tgih6olqvud6cfjwo2jmzkjkmsy7qe2przql3lnsuspgspdk3
deleted file mode 100644
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diff --git a/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py b/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py
deleted file mode 100644
index 114df80..0000000
--- a/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py
+++ /dev/null
@@ -1,54 +0,0 @@
-
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.reduction(
-    size_hints={'x': 64, 'r': 4096},
-    reduction_hint=ReductionHint.INNER,
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'out_ptr1': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 3, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
-)
-@triton.jit
-def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, out_ptr1, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
-    xnumel = 64
-    rnumel = 3584
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
-    xmask = xindex < xnumel
-    rbase = tl.arange(0, RBLOCK)[None, :]
-    x0 = xindex
-    _tmp4 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp1 = tmp0.to(tl.float32)
-        tmp2 = tmp1 * tmp1
-        tmp3 = tl.broadcast_to(tmp2, [XBLOCK, RBLOCK])
-        tmp5 = _tmp4 + tmp3
-        _tmp4 = tl.where(rmask & xmask, tmp5, _tmp4)
-    tmp4 = tl.sum(_tmp4, 1)[:, None]
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp6 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
-        tmp15 = tl.load(in_ptr1 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp7 = tmp6.to(tl.float32)
-        tmp8 = 3584.0
-        tmp9 = tmp4 / tmp8
-        tmp10 = 1e-06
-        tmp11 = tmp9 + tmp10
-        tmp12 = libdevice.rsqrt(tmp11)
-        tmp13 = tmp7 * tmp12
-        tmp14 = tmp13.to(tl.float32)
-        tmp16 = tmp14 * tmp15
-        tl.store(out_ptr1 + (r1 + 3584*x0), tmp16, rmask & xmask)
diff --git a/tmp/torchinductor_ljp/lz/a641bc7da30cd9532bd65d9a2eaddb94cb1cf9b027c564e94375e31d8fb1bcd3.best_config b/tmp/torchinductor_ljp/lz/a641bc7da30cd9532bd65d9a2eaddb94cb1cf9b027c564e94375e31d8fb1bcd3.best_config
deleted file mode 100644
index 8f2f557..0000000
--- a/tmp/torchinductor_ljp/lz/a641bc7da30cd9532bd65d9a2eaddb94cb1cf9b027c564e94375e31d8fb1bcd3.best_config
+++ /dev/null
@@ -1 +0,0 @@
-{"XBLOCK": 128, "num_warps": 4, "num_stages": 1, "configs_hash": "1b2cc4dbebb9680d3ce31843331593b159e4046c056f195ca1ccf2464d5b37d1", "found_by_coordesc": false, "time_taken_ms": 86}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py b/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py
deleted file mode 100644
index 6ba88e2..0000000
--- a/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py
+++ /dev/null
@@ -1,72 +0,0 @@
-
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.pointwise(
-    size_hints={'x': 32768}, 
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*i64', 'in_ptr2': '*fp32', 'out_ptr1': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused__to_copy_cat_1', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 6, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
-    min_elem_per_thread=0
-)
-@triton.jit
-def triton_poi_fused__to_copy_cat_1(in_ptr0, in_ptr1, in_ptr2, out_ptr1, xnumel, XBLOCK : tl.constexpr):
-    xnumel = 32768
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:]
-    xmask = tl.full([XBLOCK], True, tl.int1)
-    x0 = (xindex % 128)
-    x4 = xindex // 128
-    x2 = xindex // 512
-    x3 = xindex
-    tmp0 = x0
-    tmp1 = tl.full([1], 0, tl.int64)
-    tmp2 = tmp0 >= tmp1
-    tmp3 = tl.full([1], 64, tl.int64)
-    tmp4 = tmp0 < tmp3
-    tmp5 = tl.load(in_ptr0 + (128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp6 = tmp5.to(tl.float32)
-    tmp7 = tl.load(in_ptr1 + (x2), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp8 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp9 = tmp7 + tmp8
-    tmp10 = tmp7 < 0
-    tmp11 = tl.where(tmp10, tmp9, tmp7)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp11, [XBLOCK])) & (tl.broadcast_to(tmp11, [XBLOCK]) < 32768)) | ~(tmp4), "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768")
-    tmp13 = tl.load(in_ptr2 + (128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp14 = tmp6 * tmp13
-    tmp15 = tl.load(in_ptr0 + (64 + 128*x4 + (x0)), tmp4, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp16 = tmp15.to(tl.float32)
-    tmp17 = tl.load(in_ptr2 + (64 + 128*tmp11 + (x0)), tmp4, eviction_policy='evict_last', other=0.0)
-    tmp18 = tmp16 * tmp17
-    tmp19 = tmp14 - tmp18
-    tmp20 = tl.full(tmp19.shape, 0.0, tmp19.dtype)
-    tmp21 = tl.where(tmp4, tmp19, tmp20)
-    tmp22 = tmp0 >= tmp3
-    tmp23 = tl.full([1], 128, tl.int64)
-    tmp24 = tmp0 < tmp23
-    tmp25 = tl.load(in_ptr0 + (64 + 128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp26 = tmp25.to(tl.float32)
-    tmp27 = tl.load(in_ptr1 + (x2), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp28 = tl.full([XBLOCK], 32768, tl.int32)
-    tmp29 = tmp27 + tmp28
-    tmp30 = tmp27 < 0
-    tmp31 = tl.where(tmp30, tmp29, tmp27)
-    tl.device_assert(((0 <= tl.broadcast_to(tmp31, [XBLOCK])) & (tl.broadcast_to(tmp31, [XBLOCK]) < 32768)) | ~(tmp22), "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768")
-    tmp33 = tl.load(in_ptr2 + (128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp34 = tmp26 * tmp33
-    tmp35 = tl.load(in_ptr0 + (128*x4 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0).to(tl.float32)
-    tmp36 = tmp35.to(tl.float32)
-    tmp37 = tl.load(in_ptr2 + (64 + 128*tmp31 + ((-64) + x0)), tmp22, eviction_policy='evict_last', other=0.0)
-    tmp38 = tmp36 * tmp37
-    tmp39 = tmp34 + tmp38
-    tmp40 = tl.full(tmp39.shape, 0.0, tmp39.dtype)
-    tmp41 = tl.where(tmp22, tmp39, tmp40)
-    tmp42 = tl.where(tmp4, tmp21, tmp41)
-    tmp43 = tmp42.to(tl.float32)
-    tl.store(out_ptr1 + (x3), tmp43, None)
diff --git a/tmp/torchinductor_ljp/px/cpxkztbttvmpci3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py b/tmp/torchinductor_ljp/px/cpxkztbttvmpci3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py
deleted file mode 100644
index 37c6efe..0000000
--- a/tmp/torchinductor_ljp/px/cpxkztbttvmpci3ek7vzhwp6ftkts4mainu7jidqurq7omsc6llb.py
+++ /dev/null
@@ -1,117 +0,0 @@
-# AOT ID: ['3_inference']
-from ctypes import c_void_p, c_long, c_int
-import torch
-import math
-import random
-import os
-import tempfile
-from math import inf, nan
-from torch._inductor.hooks import run_intermediate_hooks
-from torch._inductor.utils import maybe_profile
-from torch._inductor.codegen.memory_planning import _align as align
-from torch import device, empty_strided
-from torch._inductor.async_compile import AsyncCompile
-from torch._inductor.select_algorithm import extern_kernels
-from torch._inductor.codegen.multi_kernel import MultiKernelCall
-import triton
-import triton.language as tl
-from torch._inductor.runtime.triton_heuristics import (
-    grid,
-    split_scan_grid,
-    grid_combo_kernels,
-    start_graph,
-    end_graph,
-    cooperative_reduction_grid,
-)
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-
-aten = torch.ops.aten
-inductor_ops = torch.ops.inductor
-_quantized = torch.ops._quantized
-assert_size_stride = torch._C._dynamo.guards.assert_size_stride
-empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
-empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
-empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
-reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
-alloc_from_pool = torch.ops.inductor._alloc_from_pool
-async_compile = AsyncCompile()
-empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
-
-
-# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
-# Topologically Sorted Source Nodes: [silu, mul], Original ATen: [aten.silu, aten.mul]
-# Source node to ATen node mapping:
-#   mul => mul_1
-#   silu => convert_element_type, convert_element_type_1, mul, sigmoid
-# Graph fragment:
-#   %convert_element_type : [num_users=2] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%getitem, torch.float32), kwargs = {})
-#   %sigmoid : [num_users=1] = call_function[target=torch.ops.aten.sigmoid.default](args = (%convert_element_type,), kwargs = {})
-#   %mul : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type, %sigmoid), kwargs = {})
-#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%mul, torch.bfloat16), kwargs = {})
-#   %mul_1 : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type_1, %getitem_1), kwargs = {})
-triton_poi_fused_mul_silu_0 = async_compile.triton('triton_poi_fused_mul_silu_0', '''
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.pointwise(
-    size_hints={'x': 2097152}, 
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'out_ptr0': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_mul_silu_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 2, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
-    min_elem_per_thread=0
-)
-@triton.jit
-def triton_poi_fused_mul_silu_0(in_ptr0, out_ptr0, xnumel, XBLOCK : tl.constexpr):
-    xnumel = 1212416
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:]
-    xmask = tl.full([XBLOCK], True, tl.int1)
-    x0 = (xindex % 18944)
-    x1 = xindex // 18944
-    x2 = xindex
-    tmp0 = tl.load(in_ptr0 + (x0 + 37888*x1), None).to(tl.float32)
-    tmp5 = tl.load(in_ptr0 + (18944 + x0 + 37888*x1), None).to(tl.float32)
-    tmp1 = tmp0.to(tl.float32)
-    tmp2 = tl.sigmoid(tmp1)
-    tmp3 = tmp1 * tmp2
-    tmp4 = tmp3.to(tl.float32)
-    tmp6 = tmp4 * tmp5
-    tl.store(out_ptr0 + (x2), tmp6, None)
-''', device_str='cuda')
-
-
-async_compile.wait(globals())
-del async_compile
-
-def call(args):
-    arg0_1, = args
-    args.clear()
-    assert_size_stride(arg0_1, (64, 37888), (37888, 1))
-    with torch.cuda._DeviceGuard(0):
-        torch.cuda.set_device(0)
-        buf0 = empty_strided_cuda((64, 18944), (18944, 1), torch.bfloat16)
-        # Topologically Sorted Source Nodes: [silu, mul], Original ATen: [aten.silu, aten.mul]
-        stream0 = get_raw_stream(0)
-        triton_poi_fused_mul_silu_0.run(arg0_1, buf0, 1212416, grid=grid(1212416), stream=stream0)
-        del arg0_1
-    return (buf0, )
-
-
-def benchmark_compiled_module(times=10, repeat=10):
-    from torch._dynamo.testing import rand_strided
-    from torch._inductor.utils import print_performance
-    arg0_1 = rand_strided((64, 37888), (37888, 1), device='cuda:0', dtype=torch.bfloat16)
-    fn = lambda: call([arg0_1])
-    return print_performance(fn, times=times, repeat=repeat)
-
-
-if __name__ == "__main__":
-    from torch._inductor.wrapper_benchmark import compiled_module_main
-    compiled_module_main('None', benchmark_compiled_module)
diff --git a/tmp/torchinductor_ljp/triton/0/229d4YYAkdh66Kgyl7jG-8awB8K1oU306NkqKGcFacU/__triton_launcher.so b/tmp/torchinductor_ljp/triton/0/229d4YYAkdh66Kgyl7jG-8awB8K1oU306NkqKGcFacU/__triton_launcher.so
deleted file mode 100644
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diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/__grp__triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/__grp__triton_poi_fused_mul_silu_0.json
deleted file mode 100644
index 9b42d1d..0000000
--- a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/__grp__triton_poi_fused_mul_silu_0.json
+++ /dev/null
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diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.json
deleted file mode 100644
index ec3d83b..0000000
--- a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "ee6c8725b2fd897e6a38cbc0c313745d7b5b0d1750919d0b8ac061c3409d937a", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused_mul_silu_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.llir b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.llir
deleted file mode 100644
index 3910fb1..0000000
--- a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.llir
+++ /dev/null
@@ -1,202 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-define void @triton_poi_fused_mul_silu_0(ptr addrspace(1) %0, ptr addrspace(1) %1, i32 %2) local_unnamed_addr !dbg !7 {
-  %4 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #1, !dbg !10
-  %5 = shl i32 %4, 10, !dbg !11
-  %6 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
-  %7 = shl i32 %6, 3, !dbg !12
-  %8 = and i32 %7, 1016, !dbg !12
-  %9 = or disjoint i32 %5, %8, !dbg !13
-  %.frozen = freeze i32 %9, !dbg !14
-  %10 = sdiv i32 %.frozen, 18944, !dbg !14
-  %11 = mul i32 %10, 18944, !dbg !15
-  %.decomposed = sub i32 %.frozen, %11, !dbg !15
-  %12 = mul i32 %10, 37888, !dbg !16
-  %13 = add i32 %12, %.decomposed, !dbg !17
-  %14 = sext i32 %13 to i64, !dbg !18
-  %15 = getelementptr bfloat, ptr addrspace(1) %0, i64 %14, !dbg !18
-  %16 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];", "=r,=r,=r,=r,l,b"(ptr addrspace(1) %15, i1 true) #1, !dbg !19
-  %17 = extractvalue { i32, i32, i32, i32 } %16, 0, !dbg !19
-  %18 = bitcast i32 %17 to <2 x bfloat>, !dbg !19
-  %19 = extractvalue { i32, i32, i32, i32 } %16, 1, !dbg !19
-  %20 = bitcast i32 %19 to <2 x bfloat>, !dbg !19
-  %21 = extractvalue { i32, i32, i32, i32 } %16, 2, !dbg !19
-  %22 = bitcast i32 %21 to <2 x bfloat>, !dbg !19
-  %23 = extractvalue { i32, i32, i32, i32 } %16, 3, !dbg !19
-  %24 = bitcast i32 %23 to <2 x bfloat>, !dbg !19
-  %25 = extractelement <2 x bfloat> %18, i64 0, !dbg !19
-  %26 = extractelement <2 x bfloat> %18, i64 1, !dbg !19
-  %27 = extractelement <2 x bfloat> %20, i64 0, !dbg !19
-  %28 = extractelement <2 x bfloat> %20, i64 1, !dbg !19
-  %29 = extractelement <2 x bfloat> %22, i64 0, !dbg !19
-  %30 = extractelement <2 x bfloat> %22, i64 1, !dbg !19
-  %31 = extractelement <2 x bfloat> %24, i64 0, !dbg !19
-  %32 = extractelement <2 x bfloat> %24, i64 1, !dbg !19
-  %33 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %25) #1, !dbg !20
-  %34 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %26) #1, !dbg !20
-  %35 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %27) #1, !dbg !20
-  %36 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %28) #1, !dbg !20
-  %37 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %29) #1, !dbg !20
-  %38 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %30) #1, !dbg !20
-  %39 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %31) #1, !dbg !20
-  %40 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %32) #1, !dbg !20
-  %41 = add i32 %13, 18944, !dbg !21
-  %42 = sext i32 %41 to i64, !dbg !22
-  %43 = getelementptr bfloat, ptr addrspace(1) %0, i64 %42, !dbg !22
-  %44 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];", "=r,=r,=r,=r,l,b"(ptr addrspace(1) %43, i1 true) #1, !dbg !23
-  %45 = extractvalue { i32, i32, i32, i32 } %44, 0, !dbg !23
-  %46 = bitcast i32 %45 to <2 x bfloat>, !dbg !23
-  %47 = extractvalue { i32, i32, i32, i32 } %44, 1, !dbg !23
-  %48 = bitcast i32 %47 to <2 x bfloat>, !dbg !23
-  %49 = extractvalue { i32, i32, i32, i32 } %44, 2, !dbg !23
-  %50 = bitcast i32 %49 to <2 x bfloat>, !dbg !23
-  %51 = extractvalue { i32, i32, i32, i32 } %44, 3, !dbg !23
-  %52 = bitcast i32 %51 to <2 x bfloat>, !dbg !23
-  %53 = extractelement <2 x bfloat> %46, i64 0, !dbg !23
-  %54 = extractelement <2 x bfloat> %46, i64 1, !dbg !23
-  %55 = extractelement <2 x bfloat> %48, i64 0, !dbg !23
-  %56 = extractelement <2 x bfloat> %48, i64 1, !dbg !23
-  %57 = extractelement <2 x bfloat> %50, i64 0, !dbg !23
-  %58 = extractelement <2 x bfloat> %50, i64 1, !dbg !23
-  %59 = extractelement <2 x bfloat> %52, i64 0, !dbg !23
-  %60 = extractelement <2 x bfloat> %52, i64 1, !dbg !23
-  %61 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %53) #1, !dbg !24
-  %62 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %54) #1, !dbg !24
-  %63 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %55) #1, !dbg !24
-  %64 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %56) #1, !dbg !24
-  %65 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %57) #1, !dbg !24
-  %66 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %58) #1, !dbg !24
-  %67 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %59) #1, !dbg !24
-  %68 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %60) #1, !dbg !24
-  %69 = fsub float 0.000000e+00, %33, !dbg !25
-  %70 = fsub float 0.000000e+00, %34, !dbg !25
-  %71 = fsub float 0.000000e+00, %35, !dbg !25
-  %72 = fsub float 0.000000e+00, %36, !dbg !25
-  %73 = fsub float 0.000000e+00, %37, !dbg !25
-  %74 = fsub float 0.000000e+00, %38, !dbg !25
-  %75 = fsub float 0.000000e+00, %39, !dbg !25
-  %76 = fsub float 0.000000e+00, %40, !dbg !25
-  %77 = fmul float %69, 0x3FF7154760000000, !dbg !29
-  %78 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %77) #1, !dbg !29
-  %79 = fmul float %70, 0x3FF7154760000000, !dbg !29
-  %80 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %79) #1, !dbg !29
-  %81 = fmul float %71, 0x3FF7154760000000, !dbg !29
-  %82 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %81) #1, !dbg !29
-  %83 = fmul float %72, 0x3FF7154760000000, !dbg !29
-  %84 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %83) #1, !dbg !29
-  %85 = fmul float %73, 0x3FF7154760000000, !dbg !29
-  %86 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %85) #1, !dbg !29
-  %87 = fmul float %74, 0x3FF7154760000000, !dbg !29
-  %88 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %87) #1, !dbg !29
-  %89 = fmul float %75, 0x3FF7154760000000, !dbg !29
-  %90 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %89) #1, !dbg !29
-  %91 = fmul float %76, 0x3FF7154760000000, !dbg !29
-  %92 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %91) #1, !dbg !29
-  %93 = fadd float %78, 1.000000e+00, !dbg !30
-  %94 = fadd float %80, 1.000000e+00, !dbg !30
-  %95 = fadd float %82, 1.000000e+00, !dbg !30
-  %96 = fadd float %84, 1.000000e+00, !dbg !30
-  %97 = fadd float %86, 1.000000e+00, !dbg !30
-  %98 = fadd float %88, 1.000000e+00, !dbg !30
-  %99 = fadd float %90, 1.000000e+00, !dbg !30
-  %100 = fadd float %92, 1.000000e+00, !dbg !30
-  %101 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %93) #1, !dbg !31
-  %102 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %94) #1, !dbg !31
-  %103 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %95) #1, !dbg !31
-  %104 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %96) #1, !dbg !31
-  %105 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %97) #1, !dbg !31
-  %106 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %98) #1, !dbg !31
-  %107 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %99) #1, !dbg !31
-  %108 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %100) #1, !dbg !31
-  %109 = fmul float %33, %101, !dbg !32
-  %110 = fmul float %34, %102, !dbg !32
-  %111 = fmul float %35, %103, !dbg !32
-  %112 = fmul float %36, %104, !dbg !32
-  %113 = fmul float %37, %105, !dbg !32
-  %114 = fmul float %38, %106, !dbg !32
-  %115 = fmul float %39, %107, !dbg !32
-  %116 = fmul float %40, %108, !dbg !32
-  %117 = fmul float %61, %109, !dbg !33
-  %118 = fmul float %62, %110, !dbg !33
-  %119 = fmul float %63, %111, !dbg !33
-  %120 = fmul float %64, %112, !dbg !33
-  %121 = fmul float %65, %113, !dbg !33
-  %122 = fmul float %66, %114, !dbg !33
-  %123 = fmul float %67, %115, !dbg !33
-  %124 = fmul float %68, %116, !dbg !33
-  %125 = sext i32 %9 to i64, !dbg !34
-  %126 = getelementptr bfloat, ptr addrspace(1) %1, i64 %125, !dbg !34
-  %127 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %117) #1, !dbg !35
-  %128 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %118) #1, !dbg !35
-  %129 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %119) #1, !dbg !35
-  %130 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %120) #1, !dbg !35
-  %131 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %121) #1, !dbg !35
-  %132 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %122) #1, !dbg !35
-  %133 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %123) #1, !dbg !35
-  %134 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %124) #1, !dbg !35
-  %135 = insertelement <2 x bfloat> poison, bfloat %127, i64 0, !dbg !35
-  %136 = insertelement <2 x bfloat> %135, bfloat %128, i64 1, !dbg !35
-  %137 = bitcast <2 x bfloat> %136 to i32, !dbg !35
-  %138 = insertelement <2 x bfloat> poison, bfloat %129, i64 0, !dbg !35
-  %139 = insertelement <2 x bfloat> %138, bfloat %130, i64 1, !dbg !35
-  %140 = bitcast <2 x bfloat> %139 to i32, !dbg !35
-  %141 = insertelement <2 x bfloat> poison, bfloat %131, i64 0, !dbg !35
-  %142 = insertelement <2 x bfloat> %141, bfloat %132, i64 1, !dbg !35
-  %143 = bitcast <2 x bfloat> %142 to i32, !dbg !35
-  %144 = insertelement <2 x bfloat> poison, bfloat %133, i64 0, !dbg !35
-  %145 = insertelement <2 x bfloat> %144, bfloat %134, i64 1, !dbg !35
-  %146 = bitcast <2 x bfloat> %145 to i32, !dbg !35
-  tail call void asm sideeffect "@$5 st.global.v4.b32 [ $4 + 0 ], { $0, $1, $2, $3 };", "r,r,r,r,l,b"(i32 %137, i32 %140, i32 %143, i32 %146, ptr addrspace(1) %126, i1 true) #1, !dbg !35
-  ret void, !dbg !36
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
-
-attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #1 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu")
-!4 = !{ptr @triton_poi_fused_mul_silu_0, !"kernel", i32 1}
-!5 = !{ptr @triton_poi_fused_mul_silu_0, !"reqntidx", i32 128}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = distinct !DISubprogram(name: "triton_poi_fused_mul_silu_0", linkageName: "triton_poi_fused_mul_silu_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
-!9 = !{}
-!10 = !DILocation(line: 21, column: 28, scope: !7)
-!11 = !DILocation(line: 21, column: 33, scope: !7)
-!12 = !DILocation(line: 22, column: 36, scope: !7)
-!13 = !DILocation(line: 22, column: 23, scope: !7)
-!14 = !DILocation(line: 25, column: 19, scope: !7)
-!15 = !DILocation(line: 24, column: 19, scope: !7)
-!16 = !DILocation(line: 27, column: 41, scope: !7)
-!17 = !DILocation(line: 27, column: 35, scope: !7)
-!18 = !DILocation(line: 27, column: 30, scope: !7)
-!19 = !DILocation(line: 27, column: 46, scope: !7)
-!20 = !DILocation(line: 27, column: 55, scope: !7)
-!21 = !DILocation(line: 28, column: 43, scope: !7)
-!22 = !DILocation(line: 28, column: 30, scope: !7)
-!23 = !DILocation(line: 28, column: 54, scope: !7)
-!24 = !DILocation(line: 28, column: 63, scope: !7)
-!25 = !DILocation(line: 47, column: 30, scope: !26, inlinedAt: !28)
-!26 = distinct !DILexicalBlockFile(scope: !7, file: !27, discriminator: 0)
-!27 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
-!28 = !DILocation(line: 30, column: 22, scope: !7)
-!29 = !DILocation(line: 47, column: 29, scope: !26, inlinedAt: !28)
-!30 = !DILocation(line: 47, column: 20, scope: !26, inlinedAt: !28)
-!31 = !DILocation(line: 47, column: 16, scope: !26, inlinedAt: !28)
-!32 = !DILocation(line: 31, column: 18, scope: !7)
-!33 = !DILocation(line: 33, column: 18, scope: !7)
-!34 = !DILocation(line: 34, column: 25, scope: !7)
-!35 = !DILocation(line: 34, column: 36, scope: !7)
-!36 = !DILocation(line: 34, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ptx b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ptx
deleted file mode 100644
index a6c6769..0000000
--- a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ptx
+++ /dev/null
@@ -1,540 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_poi_fused_mul_silu_0 // -- Begin function triton_poi_fused_mul_silu_0
-                                        // @triton_poi_fused_mul_silu_0
-.visible .entry triton_poi_fused_mul_silu_0(
-	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_0,
-	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_1,
-	.param .u32 triton_poi_fused_mul_silu_0_param_2
-)
-.reqntid 128, 1, 1
-{
-	.reg .pred 	%p<4>;
-	.reg .b16 	%rs<49>;
-	.reg .b32 	%r<89>;
-	.reg .f32 	%f<74>;
-	.reg .b64 	%rd<9>;
-	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd4, [triton_poi_fused_mul_silu_0_param_0];
-	ld.param.u64 	%rd5, [triton_poi_fused_mul_silu_0_param_1];
-$L__tmp0:
-	.loc	1 21 28                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:28
-	// begin inline asm
-	mov.u32 %r1, %ctaid.x;
-	// end inline asm
-	.loc	1 21 33                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:33
-	shl.b32 	%r62, %r1, 10;
-	.loc	1 22 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:36
-	mov.u32 	%r63, %tid.x;
-	shl.b32 	%r64, %r63, 3;
-	and.b32  	%r65, %r64, 1016;
-	.loc	1 22 23                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:23
-	or.b32  	%r66, %r62, %r65;
-	.loc	1 25 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:25:19
-	mul.hi.s32 	%r68, %r66, -580400985;
-	mad.lo.s32 	%r69, %r66, 1, %r68;
-	shr.u32 	%r70, %r69, 31;
-	shr.s32 	%r71, %r69, 14;
-	add.s32 	%r72, %r71, %r70;
-	.loc	1 24 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:24:19
-	mul.lo.s32 	%r73, %r72, 18944;
-	sub.s32 	%r74, %r66, %r73;
-	.loc	1 27 35                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:35
-	mad.lo.s32 	%r75, %r72, 37888, %r74;
-	.loc	1 27 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:30
-	mul.wide.s32 	%rd6, %r75, 2;
-	add.s64 	%rd1, %rd4, %rd6;
-	mov.pred 	%p1, -1;
-	.loc	1 27 46                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:46
-	// begin inline asm
-	mov.u32 %r2, 0x0;
-	mov.u32 %r3, 0x0;
-	mov.u32 %r4, 0x0;
-	mov.u32 %r5, 0x0;
-	@%p1 ld.global.v4.b32 { %r2, %r3, %r4, %r5 }, [ %rd1 + 0 ];
-	// end inline asm
-	mov.b32 	{%rs25, %rs26}, %r2;
-	mov.b32 	{%rs27, %rs28}, %r3;
-	mov.b32 	{%rs29, %rs30}, %r4;
-	mov.b32 	{%rs31, %rs32}, %r5;
-	.loc	1 27 55                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:55
-	// begin inline asm
-	cvt.f32.bf16 %r6, %rs25;
-	// end inline asm
-	mov.b32 	%f17, %r6;
-	// begin inline asm
-	cvt.f32.bf16 %r7, %rs26;
-	// end inline asm
-	mov.b32 	%f18, %r7;
-	// begin inline asm
-	cvt.f32.bf16 %r8, %rs27;
-	// end inline asm
-	mov.b32 	%f19, %r8;
-	// begin inline asm
-	cvt.f32.bf16 %r9, %rs28;
-	// end inline asm
-	mov.b32 	%f20, %r9;
-	// begin inline asm
-	cvt.f32.bf16 %r10, %rs29;
-	// end inline asm
-	mov.b32 	%f21, %r10;
-	// begin inline asm
-	cvt.f32.bf16 %r11, %rs30;
-	// end inline asm
-	mov.b32 	%f22, %r11;
-	// begin inline asm
-	cvt.f32.bf16 %r12, %rs31;
-	// end inline asm
-	mov.b32 	%f23, %r12;
-	// begin inline asm
-	cvt.f32.bf16 %r13, %rs32;
-	// end inline asm
-	mov.b32 	%f24, %r13;
-	.loc	1 28 43                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:43
-	add.s32 	%r80, %r75, 18944;
-	.loc	1 28 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:30
-	mul.wide.s32 	%rd7, %r80, 2;
-	add.s64 	%rd2, %rd4, %rd7;
-	.loc	1 28 54                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:54
-	// begin inline asm
-	mov.u32 %r14, 0x0;
-	mov.u32 %r15, 0x0;
-	mov.u32 %r16, 0x0;
-	mov.u32 %r17, 0x0;
-	@%p1 ld.global.v4.b32 { %r14, %r15, %r16, %r17 }, [ %rd2 + 0 ];
-	// end inline asm
-	mov.b32 	{%rs33, %rs34}, %r14;
-	mov.b32 	{%rs35, %rs36}, %r15;
-	mov.b32 	{%rs37, %rs38}, %r16;
-	mov.b32 	{%rs39, %rs40}, %r17;
-	.loc	1 28 63                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:63
-	// begin inline asm
-	cvt.f32.bf16 %r18, %rs33;
-	// end inline asm
-	mov.b32 	%f25, %r18;
-	// begin inline asm
-	cvt.f32.bf16 %r19, %rs34;
-	// end inline asm
-	mov.b32 	%f26, %r19;
-	// begin inline asm
-	cvt.f32.bf16 %r20, %rs35;
-	// end inline asm
-	mov.b32 	%f27, %r20;
-	// begin inline asm
-	cvt.f32.bf16 %r21, %rs36;
-	// end inline asm
-	mov.b32 	%f28, %r21;
-	// begin inline asm
-	cvt.f32.bf16 %r22, %rs37;
-	// end inline asm
-	mov.b32 	%f29, %r22;
-	// begin inline asm
-	cvt.f32.bf16 %r23, %rs38;
-	// end inline asm
-	mov.b32 	%f30, %r23;
-	// begin inline asm
-	cvt.f32.bf16 %r24, %rs39;
-	// end inline asm
-	mov.b32 	%f31, %r24;
-	// begin inline asm
-	cvt.f32.bf16 %r25, %rs40;
-	// end inline asm
-	mov.b32 	%f32, %r25;
-	mov.f32 	%f33, 0f00000000;
-$L__tmp1:
-	.loc	2 47 30                         // standard.py:47:30
-	sub.f32 	%f34, %f33, %f17;
-	sub.f32 	%f35, %f33, %f18;
-	sub.f32 	%f36, %f33, %f19;
-	sub.f32 	%f37, %f33, %f20;
-	sub.f32 	%f38, %f33, %f21;
-	sub.f32 	%f39, %f33, %f22;
-	sub.f32 	%f40, %f33, %f23;
-	sub.f32 	%f41, %f33, %f24;
-	.loc	2 47 29                         // standard.py:47:29
-	mul.f32 	%f2, %f34, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f1, %f2;
-	// end inline asm
-	mul.f32 	%f4, %f35, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f3, %f4;
-	// end inline asm
-	mul.f32 	%f6, %f36, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f5, %f6;
-	// end inline asm
-	mul.f32 	%f8, %f37, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f7, %f8;
-	// end inline asm
-	mul.f32 	%f10, %f38, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f9, %f10;
-	// end inline asm
-	mul.f32 	%f12, %f39, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f11, %f12;
-	// end inline asm
-	mul.f32 	%f14, %f40, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f13, %f14;
-	// end inline asm
-	mul.f32 	%f16, %f41, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f15, %f16;
-	// end inline asm
-	.loc	2 47 20                         // standard.py:47:20
-	add.f32 	%f42, %f1, 0f3F800000;
-	add.f32 	%f43, %f3, 0f3F800000;
-	add.f32 	%f44, %f5, 0f3F800000;
-	add.f32 	%f45, %f7, 0f3F800000;
-	add.f32 	%f46, %f9, 0f3F800000;
-	add.f32 	%f47, %f11, 0f3F800000;
-	add.f32 	%f48, %f13, 0f3F800000;
-	add.f32 	%f49, %f15, 0f3F800000;
-	.loc	2 47 16                         // standard.py:47:16
-	mov.b32 	%r28, %f42;
-	mov.b32 	%r27, 1065353216;
-	// begin inline asm
-	div.full.f32 %r26, %r27, %r28;
-	// end inline asm
-	mov.b32 	%f50, %r26;
-	mov.b32 	%r31, %f43;
-	// begin inline asm
-	div.full.f32 %r29, %r27, %r31;
-	// end inline asm
-	mov.b32 	%f51, %r29;
-	mov.b32 	%r34, %f44;
-	// begin inline asm
-	div.full.f32 %r32, %r27, %r34;
-	// end inline asm
-	mov.b32 	%f52, %r32;
-	mov.b32 	%r37, %f45;
-	// begin inline asm
-	div.full.f32 %r35, %r27, %r37;
-	// end inline asm
-	mov.b32 	%f53, %r35;
-	mov.b32 	%r40, %f46;
-	// begin inline asm
-	div.full.f32 %r38, %r27, %r40;
-	// end inline asm
-	mov.b32 	%f54, %r38;
-	mov.b32 	%r43, %f47;
-	// begin inline asm
-	div.full.f32 %r41, %r27, %r43;
-	// end inline asm
-	mov.b32 	%f55, %r41;
-	mov.b32 	%r46, %f48;
-	// begin inline asm
-	div.full.f32 %r44, %r27, %r46;
-	// end inline asm
-	mov.b32 	%f56, %r44;
-	mov.b32 	%r49, %f49;
-	// begin inline asm
-	div.full.f32 %r47, %r27, %r49;
-	// end inline asm
-	mov.b32 	%f57, %r47;
-$L__tmp2:
-	.loc	1 31 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:31:18
-	mul.f32 	%f58, %f17, %f50;
-	mul.f32 	%f59, %f18, %f51;
-	mul.f32 	%f60, %f19, %f52;
-	mul.f32 	%f61, %f20, %f53;
-	mul.f32 	%f62, %f21, %f54;
-	mul.f32 	%f63, %f22, %f55;
-	mul.f32 	%f64, %f23, %f56;
-	mul.f32 	%f65, %f24, %f57;
-	.loc	1 33 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:33:18
-	mul.f32 	%f66, %f25, %f58;
-	mul.f32 	%f67, %f26, %f59;
-	mul.f32 	%f68, %f27, %f60;
-	mul.f32 	%f69, %f28, %f61;
-	mul.f32 	%f70, %f29, %f62;
-	mul.f32 	%f71, %f30, %f63;
-	mul.f32 	%f72, %f31, %f64;
-	mul.f32 	%f73, %f32, %f65;
-	.loc	1 34 25                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:25
-	mul.wide.s32 	%rd8, %r66, 2;
-	add.s64 	%rd3, %rd5, %rd8;
-	.loc	1 34 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:36
-	mov.b32 	%r50, %f66;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs17, %r50;
-	// end inline asm
-	mov.b32 	%r51, %f67;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs18, %r51;
-	// end inline asm
-	mov.b32 	%r52, %f68;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs19, %r52;
-	// end inline asm
-	mov.b32 	%r53, %f69;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs20, %r53;
-	// end inline asm
-	mov.b32 	%r54, %f70;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs21, %r54;
-	// end inline asm
-	mov.b32 	%r55, %f71;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs22, %r55;
-	// end inline asm
-	mov.b32 	%r56, %f72;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs23, %r56;
-	// end inline asm
-	mov.b32 	%r57, %f73;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs24, %r57;
-	// end inline asm
-	mov.b32 	%r85, {%rs17, %rs18};
-	mov.b32 	%r86, {%rs19, %rs20};
-	mov.b32 	%r87, {%rs21, %rs22};
-	mov.b32 	%r88, {%rs23, %rs24};
-	// begin inline asm
-	@%p1 st.global.v4.b32 [ %rd3 + 0 ], { %r85, %r86, %r87, %r88 };
-	// end inline asm
-	.loc	1 34 4                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:4
-	ret;
-$L__tmp3:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py"
-	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 1                                   // DW_CHILDREN_yes
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 2                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 0                                   // DW_CHILDREN_no
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 32                                  // DW_AT_inline
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 3                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 1                                   // DW_CHILDREN_yes
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 4                                   // Abbreviation Code
-.b8 29                                  // DW_TAG_inlined_subroutine
-.b8 0                                   // DW_CHILDREN_no
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 88                                  // DW_AT_call_file
-.b8 11                                  // DW_FORM_data1
-.b8 89                                  // DW_AT_call_line
-.b8 11                                  // DW_FORM_data1
-.b8 87                                  // DW_AT_call_column
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 202                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0xc3 DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 117
-.b8 117
-.b8 109
-.b8 109
-.b8 104
-.b8 112
-.b8 121
-.b8 105
-.b8 112
-.b8 106
-.b8 101
-.b8 112
-.b8 122
-.b8 104
-.b8 105
-.b8 103
-.b8 112
-.b8 98
-.b8 98
-.b8 52
-.b8 54
-.b8 118
-.b8 109
-.b8 54
-.b8 106
-.b8 103
-.b8 104
-.b8 107
-.b8 54
-.b8 119
-.b8 120
-.b8 100
-.b8 110
-.b8 109
-.b8 112
-.b8 117
-.b8 119
-.b8 116
-.b8 52
-.b8 51
-.b8 101
-.b8 107
-.b8 107
-.b8 119
-.b8 102
-.b8 121
-.b8 102
-.b8 52
-.b8 50
-.b8 53
-.b8 101
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
-.b8 116
-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
-.b8 105
-.b8 110
-.b8 100
-.b8 117
-.b8 99
-.b8 116
-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 117
-.b8 117
-.b8 0
-.b8 2                                   // Abbrev [2] 0x81:0x1e DW_TAG_subprogram
-.b8 116                                 // DW_AT_name
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 95
-.b8 112
-.b8 111
-.b8 105
-.b8 95
-.b8 102
-.b8 117
-.b8 115
-.b8 101
-.b8 100
-.b8 95
-.b8 109
-.b8 117
-.b8 108
-.b8 95
-.b8 115
-.b8 105
-.b8 108
-.b8 117
-.b8 95
-.b8 48
-.b8 0
-.b8 1                                   // DW_AT_inline
-.b8 3                                   // Abbrev [3] 0x9f:0x2e DW_TAG_subprogram
-.b64 $L__func_begin0                    // DW_AT_low_pc
-.b64 $L__func_end0                      // DW_AT_high_pc
-.b32 129                                // DW_AT_abstract_origin
-.b8 4                                   // Abbrev [4] 0xb4:0x18 DW_TAG_inlined_subroutine
-.b32 129                                // DW_AT_abstract_origin
-.b64 $L__tmp1                           // DW_AT_low_pc
-.b64 $L__tmp2                           // DW_AT_high_pc
-.b8 1                                   // DW_AT_call_file
-.b8 30                                  // DW_AT_call_line
-.b8 22                                  // DW_AT_call_column
-.b8 0                                   // End Of Children Mark
-.b8 0                                   // End Of Children Mark
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttgir b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttgir
deleted file mode 100644
index 51e8627..0000000
--- a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttgir
+++ /dev/null
@@ -1,71 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [8], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<1.000000e+00> : tensor<1024xf32, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<0.000000e+00> : tensor<1024xf32, #blocked> loc(#loc1)
-    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
-    %cst_1 = arith.constant dense<18944> : tensor<1024xi32, #blocked> loc(#loc1)
-    %cst_2 = arith.constant dense<37888> : tensor<1024xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32, #blocked> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<1024xi32, #blocked> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<1024xi32, #blocked> loc(#loc5)
-    %5 = arith.remsi %4, %cst_1 : tensor<1024xi32, #blocked> loc(#loc6)
-    %6 = arith.divsi %4, %cst_1 : tensor<1024xi32, #blocked> loc(#loc7)
-    %7 = arith.muli %6, %cst_2 : tensor<1024xi32, #blocked> loc(#loc8)
-    %8 = arith.addi %5, %7 : tensor<1024xi32, #blocked> loc(#loc9)
-    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc10)
-    %10 = tt.addptr %9, %8 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc10)
-    %11 = tt.load %10 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc11)
-    %12 = arith.extf %11 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc12)
-    %13 = arith.addi %5, %cst_1 : tensor<1024xi32, #blocked> loc(#loc13)
-    %14 = arith.addi %13, %7 : tensor<1024xi32, #blocked> loc(#loc14)
-    %15 = tt.addptr %9, %14 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc15)
-    %16 = tt.load %15 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc16)
-    %17 = arith.extf %16 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc17)
-    %18 = arith.subf %cst_0, %12 : tensor<1024xf32, #blocked> loc(#loc28)
-    %19 = math.exp %18 : tensor<1024xf32, #blocked> loc(#loc29)
-    %20 = arith.addf %19, %cst : tensor<1024xf32, #blocked> loc(#loc30)
-    %21 = arith.divf %cst, %20 : tensor<1024xf32, #blocked> loc(#loc31)
-    %22 = arith.mulf %12, %21 : tensor<1024xf32, #blocked> loc(#loc23)
-    %23 = arith.mulf %22, %17 : tensor<1024xf32, #blocked> loc(#loc24)
-    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc25)
-    %25 = tt.addptr %24, %4 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc25)
-    %26 = arith.truncf %23 : tensor<1024xf32, #blocked> to tensor<1024xbf16, #blocked> loc(#loc26)
-    tt.store %25, %26 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc26)
-    tt.return loc(#loc27)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
-#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
-#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
-#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
-#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
-#loc28 = loc(callsite(#loc18 at #loc19))
-#loc29 = loc(callsite(#loc20 at #loc19))
-#loc30 = loc(callsite(#loc21 at #loc19))
-#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttir b/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttir
deleted file mode 100644
index 7e7fc6b..0000000
--- a/tmp/torchinductor_ljp/triton/0/7myHJbL9iX5qOMvAwxN0XXtbDRdQkZ0LisBhw0Cdk3o/triton_poi_fused_mul_silu_0.ttir
+++ /dev/null
@@ -1,70 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
-module {
-  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<0.000000e+00> : tensor<1024xf32> loc(#loc1)
-    %cst_0 = arith.constant dense<1.000000e+00> : tensor<1024xf32> loc(#loc1)
-    %cst_1 = arith.constant dense<37888> : tensor<1024xi32> loc(#loc1)
-    %cst_2 = arith.constant dense<18944> : tensor<1024xi32> loc(#loc1)
-    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<1024xi32> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<1024xi32> loc(#loc5)
-    %5 = arith.remsi %4, %cst_2 : tensor<1024xi32> loc(#loc6)
-    %6 = arith.divsi %4, %cst_2 : tensor<1024xi32> loc(#loc7)
-    %7 = arith.muli %6, %cst_1 : tensor<1024xi32> loc(#loc8)
-    %8 = arith.addi %5, %7 : tensor<1024xi32> loc(#loc9)
-    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc10)
-    %10 = tt.addptr %9, %8 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc10)
-    %11 = tt.load %10 : tensor<1024x!tt.ptr<bf16>> loc(#loc11)
-    %12 = arith.extf %11 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc12)
-    %13 = arith.addi %5, %cst_2 : tensor<1024xi32> loc(#loc13)
-    %14 = arith.addi %13, %7 : tensor<1024xi32> loc(#loc14)
-    %15 = tt.addptr %9, %14 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc15)
-    %16 = tt.load %15 : tensor<1024x!tt.ptr<bf16>> loc(#loc16)
-    %17 = arith.extf %16 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc17)
-    %18 = arith.subf %cst, %12 : tensor<1024xf32> loc(#loc28)
-    %19 = math.exp %18 : tensor<1024xf32> loc(#loc29)
-    %20 = arith.addf %19, %cst_0 : tensor<1024xf32> loc(#loc30)
-    %21 = arith.divf %cst_0, %20 : tensor<1024xf32> loc(#loc31)
-    %22 = arith.mulf %12, %21 : tensor<1024xf32> loc(#loc23)
-    %23 = arith.mulf %22, %17 : tensor<1024xf32> loc(#loc24)
-    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc25)
-    %25 = tt.addptr %24, %4 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc25)
-    %26 = arith.truncf %23 : tensor<1024xf32> to tensor<1024xbf16> loc(#loc26)
-    tt.store %25, %26 : tensor<1024x!tt.ptr<bf16>> loc(#loc26)
-    tt.return loc(#loc27)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
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diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
deleted file mode 100644
index 069a8aa..0000000
--- a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
+++ /dev/null
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diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
deleted file mode 100644
index 5d17753..0000000
--- a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "076227a47faad07b510a03e5df0cf40cb1c6e5d5054e8b6c9a29563eee0a0853", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 16, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 64, "name": "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
deleted file mode 100644
index c0a0e2e..0000000
--- a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
+++ /dev/null
@@ -1,368 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-@global_smem = external addrspace(3) global [0 x i8], align 16
-@.str = private unnamed_addr constant [11 x i8] c"__CUDA_FTZ\00", align 1
-
-define void @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, i32 %3, i32 %4) local_unnamed_addr !dbg !7 {
-  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #5, !dbg !10
-  %.fr11 = freeze i32 %6, !dbg !11
-  %7 = icmp slt i32 %.fr11, 64, !dbg !11
-  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
-  %9 = and i32 %8, 31, !dbg !12
-  %10 = lshr i32 %8, 5, !dbg !12
-  %11 = shl i32 %8, 2, !dbg !12
-  %12 = and i32 %11, 2044, !dbg !12
-  %13 = mul i32 %.fr11, 3584, !dbg !13
-  %14 = add i32 %12, %13, !dbg !14
-  %15 = sext i32 %14 to i64, !dbg !15
-  %16 = getelementptr bfloat, ptr addrspace(1) %0, i64 %15, !dbg !15
-  br i1 %7, label %.split.preheader, label %.split.us.preheader
-
-.split.us.preheader:                              ; preds = %5
-  %17 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %16, i1 false, i32 0, i1 false, i32 0, i1 false) #5, !dbg !16
-  %18 = extractvalue { i32, i32 } %17, 0, !dbg !16
-  %19 = bitcast i32 %18 to <2 x bfloat>, !dbg !16
-  %20 = extractvalue { i32, i32 } %17, 1, !dbg !16
-  %21 = bitcast i32 %20 to <2 x bfloat>, !dbg !16
-  %22 = extractelement <2 x bfloat> %19, i64 0, !dbg !16
-  %23 = extractelement <2 x bfloat> %19, i64 1, !dbg !16
-  %24 = extractelement <2 x bfloat> %21, i64 0, !dbg !16
-  %25 = extractelement <2 x bfloat> %21, i64 1, !dbg !16
-  %26 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %22) #5, !dbg !17
-  %27 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #5, !dbg !17
-  %28 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %24) #5, !dbg !17
-  %29 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %25) #5, !dbg !17
-  %30 = or disjoint i32 %12, 2048, !dbg !18
-  %31 = add i32 %30, %13, !dbg !14
-  %32 = sext i32 %31 to i64, !dbg !15
-  %33 = getelementptr bfloat, ptr addrspace(1) %0, i64 %32, !dbg !15
-  %34 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %33, i1 false, i32 0, i1 false, i32 0, i1 false) #5, !dbg !16
-  %35 = extractvalue { i32, i32 } %34, 0, !dbg !16
-  %36 = bitcast i32 %35 to <2 x bfloat>, !dbg !16
-  %37 = extractvalue { i32, i32 } %34, 1, !dbg !16
-  %38 = bitcast i32 %37 to <2 x bfloat>, !dbg !16
-  %39 = extractelement <2 x bfloat> %36, i64 0, !dbg !16
-  %40 = extractelement <2 x bfloat> %36, i64 1, !dbg !16
-  %41 = extractelement <2 x bfloat> %38, i64 0, !dbg !16
-  %42 = extractelement <2 x bfloat> %38, i64 1, !dbg !16
-  %43 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %39) #5, !dbg !17
-  %44 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %40) #5, !dbg !17
-  %45 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %41) #5, !dbg !17
-  %46 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %42) #5, !dbg !17
-  br label %__nv_rsqrtf.exit, !dbg !19
-
-.split.preheader:                                 ; preds = %5
-  %47 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %16, i1 true, i32 0, i1 true, i32 0, i1 true) #5, !dbg !16
-  %48 = extractvalue { i32, i32 } %47, 0, !dbg !16
-  %49 = bitcast i32 %48 to <2 x bfloat>, !dbg !16
-  %50 = extractvalue { i32, i32 } %47, 1, !dbg !16
-  %51 = bitcast i32 %50 to <2 x bfloat>, !dbg !16
-  %52 = extractelement <2 x bfloat> %49, i64 0, !dbg !16
-  %53 = extractelement <2 x bfloat> %49, i64 1, !dbg !16
-  %54 = extractelement <2 x bfloat> %51, i64 0, !dbg !16
-  %55 = extractelement <2 x bfloat> %51, i64 1, !dbg !16
-  %56 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %52) #5, !dbg !17
-  %57 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %53) #5, !dbg !17
-  %58 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %54) #5, !dbg !17
-  %59 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %55) #5, !dbg !17
-  %60 = fmul float %56, %56, !dbg !23
-  %61 = fmul float %57, %57, !dbg !23
-  %62 = fmul float %58, %58, !dbg !23
-  %63 = fmul float %59, %59, !dbg !23
-  %64 = or disjoint i32 %12, 2048, !dbg !18
-  %65 = icmp samesign ult i32 %64, 3584, !dbg !24
-  %66 = add i32 %64, %13, !dbg !14
-  %67 = sext i32 %66 to i64, !dbg !15
-  %68 = getelementptr bfloat, ptr addrspace(1) %0, i64 %67, !dbg !15
-  %69 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %68, i1 %65, i32 0, i1 %65, i32 0, i1 %65) #5, !dbg !16
-  %70 = extractvalue { i32, i32 } %69, 0, !dbg !16
-  %71 = bitcast i32 %70 to <2 x bfloat>, !dbg !16
-  %72 = extractvalue { i32, i32 } %69, 1, !dbg !16
-  %73 = bitcast i32 %72 to <2 x bfloat>, !dbg !16
-  %74 = extractelement <2 x bfloat> %71, i64 0, !dbg !16
-  %75 = extractelement <2 x bfloat> %71, i64 1, !dbg !16
-  %76 = extractelement <2 x bfloat> %73, i64 0, !dbg !16
-  %77 = extractelement <2 x bfloat> %73, i64 1, !dbg !16
-  %78 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %74) #5, !dbg !17
-  %79 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %75) #5, !dbg !17
-  %80 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %76) #5, !dbg !17
-  %81 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %77) #5, !dbg !17
-  %82 = fmul float %78, %78, !dbg !23
-  %83 = fmul float %79, %79, !dbg !23
-  %84 = fmul float %80, %80, !dbg !23
-  %85 = fmul float %81, %81, !dbg !23
-  %86 = fadd float %60, %82, !dbg !25
-  %87 = fadd float %61, %83, !dbg !25
-  %88 = fadd float %62, %84, !dbg !25
-  %89 = fadd float %63, %85, !dbg !25
-  %spec.select.1 = select i1 %65, float %86, float %60, !dbg !26
-  %90 = select i1 %65, float %87, float %61, !dbg !26
-  %91 = select i1 %65, float %88, float %62, !dbg !26
-  %92 = select i1 %65, float %89, float %63, !dbg !26
-  %93 = fadd float %spec.select.1, %90, !dbg !19
-  %94 = fadd float %91, %93, !dbg !19
-  %95 = fadd float %92, %94, !dbg !19
-  br label %__nv_rsqrtf.exit, !dbg !19
-
-__nv_rsqrtf.exit:                                 ; preds = %.split.us.preheader, %.split.preheader
-  %96 = phi float [ %95, %.split.preheader ], [ 0.000000e+00, %.split.us.preheader ], !dbg !27
-  %97 = bitcast float %96 to i32, !dbg !19
-  %98 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %97, i32 16, i32 31), !dbg !19
-  %99 = bitcast i32 %98 to float, !dbg !19
-  %100 = fadd float %96, %99, !dbg !27
-  %101 = bitcast float %100 to i32, !dbg !19
-  %102 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %101, i32 8, i32 31), !dbg !19
-  %103 = bitcast i32 %102 to float, !dbg !19
-  %104 = fadd float %100, %103, !dbg !27
-  %105 = bitcast float %104 to i32, !dbg !19
-  %106 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %105, i32 4, i32 31), !dbg !19
-  %107 = bitcast i32 %106 to float, !dbg !19
-  %108 = fadd float %104, %107, !dbg !27
-  %109 = bitcast float %108 to i32, !dbg !19
-  %110 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %109, i32 2, i32 31), !dbg !19
-  %111 = bitcast i32 %110 to float, !dbg !19
-  %112 = fadd float %108, %111, !dbg !27
-  %113 = bitcast float %112 to i32, !dbg !19
-  %114 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %113, i32 1, i32 31), !dbg !19
-  %115 = bitcast i32 %114 to float, !dbg !19
-  %116 = fadd float %112, %115, !dbg !27
-  %117 = icmp eq i32 %9, 0, !dbg !19
-  %118 = and i32 %10, 15, !dbg !19
-  %119 = zext nneg i32 %118 to i64, !dbg !19
-  %120 = getelementptr float, ptr addrspace(3) @global_smem, i64 %119, !dbg !19
-  %121 = bitcast float %116 to <1 x i32>, !dbg !19
-  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %120, <1 x i32> %121, i1 %117) #5, !dbg !19
-  tail call void @llvm.nvvm.barrier0(), !dbg !19
-  %122 = icmp slt i32 %8, 16, !dbg !19
-  %123 = sext i32 %8 to i64, !dbg !19
-  %124 = getelementptr float, ptr addrspace(3) @global_smem, i64 %123, !dbg !19
-  %125 = tail call i32 asm sideeffect "@$2 ld.shared.b32 $0, [ $1 + 0 ];", "=r,r,b"(ptr addrspace(3) %124, i1 %122) #5, !dbg !19
-  %126 = bitcast i32 %125 to float, !dbg !19
-  %127 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %125, i32 8, i32 31), !dbg !19
-  %128 = bitcast i32 %127 to float, !dbg !19
-  %129 = fadd float %126, %128, !dbg !27
-  %130 = bitcast float %129 to i32, !dbg !19
-  %131 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %130, i32 4, i32 31), !dbg !19
-  %132 = bitcast i32 %131 to float, !dbg !19
-  %133 = fadd float %129, %132, !dbg !27
-  %134 = bitcast float %133 to i32, !dbg !19
-  %135 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %134, i32 2, i32 31), !dbg !19
-  %136 = bitcast i32 %135 to float, !dbg !19
-  %137 = fadd float %133, %136, !dbg !27
-  %138 = bitcast float %137 to i32, !dbg !19
-  %139 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %138, i32 1, i32 31), !dbg !19
-  %140 = bitcast i32 %139 to float, !dbg !19
-  %141 = fadd float %137, %140, !dbg !27
-  %142 = and i32 %8, 15, !dbg !19
-  %143 = icmp eq i32 %142, 0, !dbg !19
-  %144 = and i1 %122, %143, !dbg !19
-  %145 = bitcast float %141 to <1 x i32>, !dbg !19
-  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %124, <1 x i32> %145, i1 %144) #5, !dbg !19
-  tail call void @llvm.nvvm.barrier0(), !dbg !19
-  %146 = load float, ptr addrspace(3) @global_smem, align 16, !dbg !19
-  %147 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float %146, float 3.584000e+03) #5, !dbg !29
-  %148 = fadd float %147, 0x3EB0C6F7A0000000, !dbg !30
-  %149 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
-  %150 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
-  %151 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
-  %152 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !31
-  %.not.i8 = icmp eq i32 %152, 0, !dbg !31
-  br i1 %.not.i8, label %155, label %153, !dbg !31
-
-153:                                              ; preds = %__nv_rsqrtf.exit
-  %154 = tail call float @llvm.nvvm.rsqrt.approx.ftz.f(float %148), !dbg !31
-  br label %__nv_rsqrtf.exit10, !dbg !31
-
-155:                                              ; preds = %__nv_rsqrtf.exit
-  %156 = tail call float @llvm.nvvm.rsqrt.approx.f(float %148), !dbg !31
-  br label %__nv_rsqrtf.exit10, !dbg !31
-
-__nv_rsqrtf.exit10:                               ; preds = %153, %155
-  %.0.i9 = phi float [ %154, %153 ], [ %156, %155 ], !dbg !31
-  %157 = zext nneg i32 %12 to i64, !dbg !32
-  %158 = add i32 %12, %13, !dbg !33
-  %159 = sext i32 %158 to i64, !dbg !34
-  %160 = getelementptr bfloat, ptr addrspace(1) %0, i64 %159, !dbg !34
-  %161 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %160, i1 %7, i32 0, i1 %7, i32 0, i1 %7) #5, !dbg !35
-  %162 = extractvalue { i32, i32 } %161, 0, !dbg !35
-  %163 = bitcast i32 %162 to <2 x bfloat>, !dbg !35
-  %164 = extractvalue { i32, i32 } %161, 1, !dbg !35
-  %165 = bitcast i32 %164 to <2 x bfloat>, !dbg !35
-  %166 = extractelement <2 x bfloat> %163, i64 0, !dbg !35
-  %167 = extractelement <2 x bfloat> %163, i64 1, !dbg !35
-  %168 = extractelement <2 x bfloat> %165, i64 0, !dbg !35
-  %169 = extractelement <2 x bfloat> %165, i64 1, !dbg !35
-  %170 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %166) #5, !dbg !36
-  %171 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %167) #5, !dbg !36
-  %172 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %168) #5, !dbg !36
-  %173 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %169) #5, !dbg !36
-  %174 = getelementptr bfloat, ptr addrspace(1) %1, i64 %157, !dbg !37
-  %175 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %174, i1 true, i32 0, i1 true, i32 0, i1 true) #5, !dbg !38
-  %176 = extractvalue { i32, i32 } %175, 0, !dbg !38
-  %177 = bitcast i32 %176 to <2 x bfloat>, !dbg !38
-  %178 = extractvalue { i32, i32 } %175, 1, !dbg !38
-  %179 = bitcast i32 %178 to <2 x bfloat>, !dbg !38
-  %180 = extractelement <2 x bfloat> %177, i64 0, !dbg !38
-  %181 = extractelement <2 x bfloat> %177, i64 1, !dbg !38
-  %182 = extractelement <2 x bfloat> %179, i64 0, !dbg !38
-  %183 = extractelement <2 x bfloat> %179, i64 1, !dbg !38
-  %184 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %180) #5, !dbg !39
-  %185 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %181) #5, !dbg !39
-  %186 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %182) #5, !dbg !39
-  %187 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %183) #5, !dbg !39
-  %188 = fmul float %.0.i9, %170, !dbg !40
-  %189 = fmul float %.0.i9, %171, !dbg !40
-  %190 = fmul float %.0.i9, %172, !dbg !40
-  %191 = fmul float %.0.i9, %173, !dbg !40
-  %192 = fmul float %188, %184, !dbg !41
-  %193 = fmul float %189, %185, !dbg !41
-  %194 = fmul float %190, %186, !dbg !41
-  %195 = fmul float %191, %187, !dbg !41
-  %196 = getelementptr bfloat, ptr addrspace(1) %2, i64 %159, !dbg !42
-  %197 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %192) #5, !dbg !43
-  %198 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %193) #5, !dbg !43
-  %199 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %194) #5, !dbg !43
-  %200 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %195) #5, !dbg !43
-  %201 = insertelement <2 x bfloat> poison, bfloat %197, i64 0, !dbg !43
-  %202 = insertelement <2 x bfloat> %201, bfloat %198, i64 1, !dbg !43
-  %203 = bitcast <2 x bfloat> %202 to i32, !dbg !43
-  %204 = insertelement <2 x bfloat> poison, bfloat %199, i64 0, !dbg !43
-  %205 = insertelement <2 x bfloat> %204, bfloat %200, i64 1, !dbg !43
-  %206 = bitcast <2 x bfloat> %205 to i32, !dbg !43
-  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %203, i32 %206, ptr addrspace(1) %196, i1 %7) #5, !dbg !43
-  %207 = or disjoint i64 %157, 2048, !dbg !44
-  %208 = icmp samesign ult i64 %207, 3584, !dbg !45
-  %209 = trunc nuw nsw i64 %207 to i32, !dbg !33
-  %210 = add i32 %13, %209, !dbg !33
-  %211 = sext i32 %210 to i64, !dbg !34
-  %212 = getelementptr bfloat, ptr addrspace(1) %0, i64 %211, !dbg !34
-  %213 = and i1 %7, %208, !dbg !46
-  %214 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %212, i1 %213, i32 0, i1 %213, i32 0, i1 %213) #5, !dbg !35
-  %215 = extractvalue { i32, i32 } %214, 0, !dbg !35
-  %216 = bitcast i32 %215 to <2 x bfloat>, !dbg !35
-  %217 = extractvalue { i32, i32 } %214, 1, !dbg !35
-  %218 = bitcast i32 %217 to <2 x bfloat>, !dbg !35
-  %219 = extractelement <2 x bfloat> %216, i64 0, !dbg !35
-  %220 = extractelement <2 x bfloat> %216, i64 1, !dbg !35
-  %221 = extractelement <2 x bfloat> %218, i64 0, !dbg !35
-  %222 = extractelement <2 x bfloat> %218, i64 1, !dbg !35
-  %223 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %219) #5, !dbg !36
-  %224 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %220) #5, !dbg !36
-  %225 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %221) #5, !dbg !36
-  %226 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %222) #5, !dbg !36
-  %227 = getelementptr bfloat, ptr addrspace(1) %1, i64 %207, !dbg !37
-  %228 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %227, i1 %208, i32 0, i1 %208, i32 0, i1 %208) #5, !dbg !38
-  %229 = extractvalue { i32, i32 } %228, 0, !dbg !38
-  %230 = bitcast i32 %229 to <2 x bfloat>, !dbg !38
-  %231 = extractvalue { i32, i32 } %228, 1, !dbg !38
-  %232 = bitcast i32 %231 to <2 x bfloat>, !dbg !38
-  %233 = extractelement <2 x bfloat> %230, i64 0, !dbg !38
-  %234 = extractelement <2 x bfloat> %230, i64 1, !dbg !38
-  %235 = extractelement <2 x bfloat> %232, i64 0, !dbg !38
-  %236 = extractelement <2 x bfloat> %232, i64 1, !dbg !38
-  %237 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %233) #5, !dbg !39
-  %238 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %234) #5, !dbg !39
-  %239 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %235) #5, !dbg !39
-  %240 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %236) #5, !dbg !39
-  %241 = fmul float %.0.i9, %223, !dbg !40
-  %242 = fmul float %.0.i9, %224, !dbg !40
-  %243 = fmul float %.0.i9, %225, !dbg !40
-  %244 = fmul float %.0.i9, %226, !dbg !40
-  %245 = fmul float %241, %237, !dbg !41
-  %246 = fmul float %242, %238, !dbg !41
-  %247 = fmul float %243, %239, !dbg !41
-  %248 = fmul float %244, %240, !dbg !41
-  %249 = getelementptr bfloat, ptr addrspace(1) %2, i64 %211, !dbg !42
-  %250 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %245) #5, !dbg !43
-  %251 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %246) #5, !dbg !43
-  %252 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %247) #5, !dbg !43
-  %253 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %248) #5, !dbg !43
-  %254 = insertelement <2 x bfloat> poison, bfloat %250, i64 0, !dbg !43
-  %255 = insertelement <2 x bfloat> %254, bfloat %251, i64 1, !dbg !43
-  %256 = bitcast <2 x bfloat> %255 to i32, !dbg !43
-  %257 = insertelement <2 x bfloat> poison, bfloat %252, i64 0, !dbg !43
-  %258 = insertelement <2 x bfloat> %257, bfloat %253, i64 1, !dbg !43
-  %259 = bitcast <2 x bfloat> %258 to i32, !dbg !43
-  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %256, i32 %259, ptr addrspace(1) %249, i1 %213) #5, !dbg !43
-  ret void, !dbg !47
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
-
-; Function Attrs: convergent nocallback nounwind memory(inaccessiblemem: readwrite)
-declare i32 @llvm.nvvm.shfl.sync.bfly.i32(i32, i32, i32, i32) #1
-
-; Function Attrs: convergent nocallback nounwind
-declare void @llvm.nvvm.barrier0() #2
-
-declare i32 @__nvvm_reflect(ptr) local_unnamed_addr #3
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
-declare float @llvm.nvvm.rsqrt.approx.ftz.f(float) #4
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
-declare float @llvm.nvvm.rsqrt.approx.f(float) #4
-
-attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #1 = { convergent nocallback nounwind memory(inaccessiblemem: readwrite) }
-attributes #2 = { convergent nocallback nounwind }
-attributes #3 = { "disable-tail-calls"="false" "frame-pointer"="all" "less-precise-fpmad"="false" "no-infs-fp-math"="false" "no-nans-fp-math"="false" "stack-protector-buffer-size"="8" "unsafe-fp-math"="false" "use-soft-float"="false" }
-attributes #4 = { mustprogress nocallback nofree nosync nounwind willreturn memory(none) }
-attributes #5 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq")
-!4 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"kernel", i32 1}
-!5 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"reqntidx", i32 512}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = distinct !DISubprogram(name: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", linkageName: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
-!9 = !{}
-!10 = !DILocation(line: 22, column: 28, scope: !7)
-!11 = !DILocation(line: 24, column: 21, scope: !7)
-!12 = !DILocation(line: 25, column: 33, scope: !7)
-!13 = !DILocation(line: 32, column: 44, scope: !7)
-!14 = !DILocation(line: 32, column: 39, scope: !7)
-!15 = !DILocation(line: 32, column: 34, scope: !7)
-!16 = !DILocation(line: 32, column: 49, scope: !7)
-!17 = !DILocation(line: 32, column: 108, scope: !7)
-!18 = !DILocation(line: 29, column: 27, scope: !7)
-!19 = !DILocation(line: 267, column: 36, scope: !20, inlinedAt: !22)
-!20 = distinct !DILexicalBlockFile(scope: !7, file: !21, discriminator: 0)
-!21 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
-!22 = !DILocation(line: 38, column: 25, scope: !7)
-!23 = !DILocation(line: 34, column: 22, scope: !7)
-!24 = !DILocation(line: 30, column: 25, scope: !7)
-!25 = !DILocation(line: 36, column: 23, scope: !7)
-!26 = !DILocation(line: 37, column: 46, scope: !7)
-!27 = !DILocation(line: 256, column: 15, scope: !28, inlinedAt: !22)
-!28 = distinct !DILexicalBlockFile(scope: !20, file: !21, discriminator: 0)
-!29 = !DILocation(line: 47, column: 22, scope: !7)
-!30 = !DILocation(line: 49, column: 23, scope: !7)
-!31 = !DILocation(line: 50, column: 32, scope: !7)
-!32 = !DILocation(line: 39, column: 36, scope: !7)
-!33 = !DILocation(line: 43, column: 39, scope: !7)
-!34 = !DILocation(line: 43, column: 34, scope: !7)
-!35 = !DILocation(line: 43, column: 49, scope: !7)
-!36 = !DILocation(line: 43, column: 109, scope: !7)
-!37 = !DILocation(line: 44, column: 35, scope: !7)
-!38 = !DILocation(line: 44, column: 40, scope: !7)
-!39 = !DILocation(line: 44, column: 91, scope: !7)
-!40 = !DILocation(line: 51, column: 23, scope: !7)
-!41 = !DILocation(line: 53, column: 24, scope: !7)
-!42 = !DILocation(line: 54, column: 29, scope: !7)
-!43 = !DILocation(line: 54, column: 51, scope: !7)
-!44 = !DILocation(line: 40, column: 27, scope: !7)
-!45 = !DILocation(line: 41, column: 25, scope: !7)
-!46 = !DILocation(line: 43, column: 57, scope: !7)
-!47 = !DILocation(line: 39, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
deleted file mode 100644
index d4cbb0e..0000000
--- a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
+++ /dev/null
@@ -1,713 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 // -- Begin function triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
-.extern .shared .align 16 .b8 global_smem[];
-.global .align 1 .b8 _$_str[11] = {95, 95, 67, 85, 68, 65, 95, 70, 84, 90};
-                                        // @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
-.visible .entry triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0,
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1,
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2,
-	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_3,
-	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_4
-)
-.reqntid 512, 1, 1
-{
-	.reg .pred 	%p<33>;
-	.reg .b16 	%rs<73>;
-	.reg .b32 	%r<140>;
-	.reg .f32 	%f<81>;
-	.reg .b64 	%rd<24>;
-	.loc	1 19 0                          // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd5, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2];
-	ld.param.u64 	%rd4, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1];
-	ld.param.u64 	%rd3, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0];
-$L__tmp0:
-	.loc	1 22 28                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:22:28
-	// begin inline asm
-	mov.u32 %r7, %ctaid.x;
-	// end inline asm
-	.loc	1 24 21                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:24:21
-	setp.lt.s32 	%p17, %r7, 64;
-	.loc	1 25 33                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:25:33
-	mov.u32 	%r2, %tid.x;
-	and.b32  	%r3, %r2, 31;
-	shr.u32 	%r4, %r2, 5;
-	shl.b32 	%r8, %r2, 2;
-	and.b32  	%r5, %r8, 2044;
-	.loc	1 32 44                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:44
-	mul.lo.s32 	%r6, %r7, 3584;
-	.loc	1 32 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:39
-	add.s32 	%r9, %r5, %r6;
-	.loc	1 32 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:34
-	cvt.s64.s32 	%rd1, %r9;
-	mul.wide.s32 	%rd6, %r9, 2;
-	add.s64 	%rd13, %rd3, %rd6;
-	mov.b32 	%r61, 0;
-	mov.pred 	%p20, -1;
-	@%p17 bra 	$L__BB0_2;
-	bra.uni 	$L__BB0_1;
-$L__BB0_2:                              // %.split.preheader
-	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
-	// begin inline asm
-	mov.u32 %r28, 0x0;
-	mov.u32 %r29, 0x0;
-	@%p20 ld.global.L1::evict_last.v2.b32 { %r28, %r29 }, [ %rd13 + 0 ];
-	@!%p20 mov.u32 %r28, %r61;
-	@!%p20 mov.u32 %r29, %r61;
-	// end inline asm
-	mov.b32 	{%rs17, %rs18}, %r28;
-	mov.b32 	{%rs19, %rs20}, %r29;
-	.loc	1 32 108                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:108
-	// begin inline asm
-	cvt.f32.bf16 %r32, %rs17;
-	// end inline asm
-	mov.b32 	%f4, %r32;
-	// begin inline asm
-	cvt.f32.bf16 %r33, %rs18;
-	// end inline asm
-	mov.b32 	%f5, %r33;
-	// begin inline asm
-	cvt.f32.bf16 %r34, %rs19;
-	// end inline asm
-	mov.b32 	%f6, %r34;
-	// begin inline asm
-	cvt.f32.bf16 %r35, %rs20;
-	// end inline asm
-	mov.b32 	%f7, %r35;
-	.loc	1 34 22                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:34:22
-	mul.f32 	%f8, %f4, %f4;
-	mul.f32 	%f9, %f5, %f5;
-	mul.f32 	%f10, %f6, %f6;
-	mul.f32 	%f11, %f7, %f7;
-	.loc	1 29 27                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:29:27
-	or.b32  	%r46, %r5, 2048;
-	.loc	1 30 25                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:30:25
-	setp.lt.u32 	%p11, %r46, 3584;
-	.loc	1 32 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:39
-	add.s32 	%r47, %r46, %r6;
-	.loc	1 32 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:34
-	mul.wide.s32 	%rd12, %r47, 2;
-	add.s64 	%rd11, %rd3, %rd12;
-	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
-	// begin inline asm
-	mov.u32 %r36, 0x0;
-	mov.u32 %r37, 0x0;
-	@%p11 ld.global.L1::evict_last.v2.b32 { %r36, %r37 }, [ %rd11 + 0 ];
-	@!%p11 mov.u32 %r36, %r61;
-	@!%p11 mov.u32 %r37, %r61;
-	// end inline asm
-	mov.b32 	{%rs21, %rs22}, %r36;
-	mov.b32 	{%rs23, %rs24}, %r37;
-	.loc	1 32 108                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:108
-	// begin inline asm
-	cvt.f32.bf16 %r40, %rs21;
-	// end inline asm
-	mov.b32 	%f12, %r40;
-	// begin inline asm
-	cvt.f32.bf16 %r41, %rs22;
-	// end inline asm
-	mov.b32 	%f13, %r41;
-	// begin inline asm
-	cvt.f32.bf16 %r42, %rs23;
-	// end inline asm
-	mov.b32 	%f14, %r42;
-	// begin inline asm
-	cvt.f32.bf16 %r43, %rs24;
-	// end inline asm
-	mov.b32 	%f15, %r43;
-	.loc	1 36 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:36:23
-	fma.rn.f32 	%f16, %f12, %f12, %f8;
-	fma.rn.f32 	%f17, %f13, %f13, %f9;
-	fma.rn.f32 	%f18, %f14, %f14, %f10;
-	fma.rn.f32 	%f19, %f15, %f15, %f11;
-	.loc	1 37 46                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:37:46
-	selp.f32 	%f20, %f16, %f8, %p11;
-	selp.f32 	%f21, %f17, %f9, %p11;
-	selp.f32 	%f22, %f18, %f10, %p11;
-	selp.f32 	%f23, %f19, %f11, %p11;
-$L__tmp1:
-	.loc	2 267 36                        // standard.py:267:36
-	add.f32 	%f24, %f20, %f21;
-	add.f32 	%f25, %f22, %f24;
-	add.f32 	%f80, %f23, %f25;
-	bra.uni 	$L__BB0_3;
-$L__tmp2:
-$L__BB0_1:                              // %.split.us.preheader
-	.loc	2 0 36                          // standard.py:0:36
-	mov.pred 	%p2, 0;
-	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
-	// begin inline asm
-	mov.u32 %r10, 0x0;
-	mov.u32 %r11, 0x0;
-	@%p2 ld.global.L1::evict_last.v2.b32 { %r10, %r11 }, [ %rd13 + 0 ];
-	@!%p2 mov.u32 %r10, %r61;
-	@!%p2 mov.u32 %r11, %r61;
-	// end inline asm
-	.loc	1 32 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:39
-	add.s32 	%r26, %r6, %r5;
-	add.s32 	%r27, %r26, 2048;
-	.loc	1 32 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:34
-	mul.wide.s32 	%rd9, %r27, 2;
-	add.s64 	%rd8, %rd3, %rd9;
-	.loc	1 32 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:32:49
-	// begin inline asm
-	mov.u32 %r18, 0x0;
-	mov.u32 %r19, 0x0;
-	@%p2 ld.global.L1::evict_last.v2.b32 { %r18, %r19 }, [ %rd8 + 0 ];
-	@!%p2 mov.u32 %r18, %r61;
-	@!%p2 mov.u32 %r19, %r61;
-	// end inline asm
-	mov.f32 	%f80, 0f00000000;
-$L__BB0_3:                              // %__nv_rsqrtf.exit
-$L__tmp3:
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r103, %f80;
-	shfl.sync.bfly.b32	%r104, %r103, 16, 31, -1;
-	mov.b32 	%f26, %r104;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f27, %f80, %f26;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r105, %f27;
-	shfl.sync.bfly.b32	%r106, %r105, 8, 31, -1;
-	mov.b32 	%f28, %r106;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f29, %f27, %f28;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r107, %f29;
-	shfl.sync.bfly.b32	%r108, %r107, 4, 31, -1;
-	mov.b32 	%f30, %r108;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f31, %f29, %f30;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r109, %f31;
-	shfl.sync.bfly.b32	%r110, %r109, 2, 31, -1;
-	mov.b32 	%f32, %r110;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f33, %f31, %f32;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r111, %f33;
-	shfl.sync.bfly.b32	%r112, %r111, 1, 31, -1;
-	mov.b32 	%f34, %r112;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f35, %f33, %f34;
-	.loc	2 267 36                        // standard.py:267:36
-	setp.eq.s32 	%p14, %r3, 0;
-	and.b32  	%r113, %r4, 15;
-	shl.b32 	%r114, %r113, 2;
-	mov.u32 	%r115, global_smem;
-	add.s32 	%r50, %r115, %r114;
-	mov.b32 	%r51, %f35;
-	// begin inline asm
-	@%p14 st.shared.b32 [ %r50 + 0 ], %r51;
-	// end inline asm
-	bar.sync 	0;
-	setp.lt.s32 	%p15, %r2, 16;
-	add.s32 	%r53, %r115, %r8;
-	// begin inline asm
-	@%p15 ld.shared.b32 %r52, [ %r53 + 0 ];
-	// end inline asm
-	mov.b32 	%f36, %r52;
-	shfl.sync.bfly.b32	%r117, %r52, 8, 31, -1;
-	mov.b32 	%f37, %r117;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f38, %f36, %f37;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r118, %f38;
-	shfl.sync.bfly.b32	%r119, %r118, 4, 31, -1;
-	mov.b32 	%f39, %r119;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f40, %f38, %f39;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r120, %f40;
-	shfl.sync.bfly.b32	%r121, %r120, 2, 31, -1;
-	mov.b32 	%f41, %r121;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f42, %f40, %f41;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r122, %f42;
-	shfl.sync.bfly.b32	%r123, %r122, 1, 31, -1;
-	mov.b32 	%f43, %r123;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f44, %f42, %f43;
-	.loc	2 267 36                        // standard.py:267:36
-	and.b32  	%r124, %r2, 15;
-	setp.eq.s32 	%p31, %r124, 0;
-	and.pred  	%p16, %p15, %p31;
-	mov.b32 	%r55, %f44;
-	// begin inline asm
-	@%p16 st.shared.b32 [ %r53 + 0 ], %r55;
-	// end inline asm
-	bar.sync 	0;
-$L__tmp4:
-	.loc	1 47 22                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:47:22
-	ld.shared.u32 	%r57, [global_smem];
-	mov.b32 	%r58, 1163919360;
-	// begin inline asm
-	div.full.f32 %r56, %r57, %r58;
-	// end inline asm
-	mov.b32 	%f45, %r56;
-	.loc	1 49 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:49:23
-	add.f32 	%f46, %f45, 0f358637BD;
-	.loc	1 50 32                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:50:32
-	rsqrt.approx.ftz.f32 	%f47, %f46;
-	.loc	1 39 36                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:39:36
-	cvt.u64.u32 	%rd19, %r5;
-	.loc	1 43 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:49
-	// begin inline asm
-	mov.u32 %r59, 0x0;
-	mov.u32 %r60, 0x0;
-	@%p17 ld.global.L1::evict_first.v2.b32 { %r59, %r60 }, [ %rd13 + 0 ];
-	@!%p17 mov.u32 %r59, %r61;
-	@!%p17 mov.u32 %r60, %r61;
-	// end inline asm
-	mov.b32 	{%rs49, %rs50}, %r59;
-	mov.b32 	{%rs51, %rs52}, %r60;
-	.loc	1 43 109                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:109
-	// begin inline asm
-	cvt.f32.bf16 %r63, %rs49;
-	// end inline asm
-	mov.b32 	%f48, %r63;
-	// begin inline asm
-	cvt.f32.bf16 %r64, %rs50;
-	// end inline asm
-	mov.b32 	%f49, %r64;
-	// begin inline asm
-	cvt.f32.bf16 %r65, %rs51;
-	// end inline asm
-	mov.b32 	%f50, %r65;
-	// begin inline asm
-	cvt.f32.bf16 %r66, %rs52;
-	// end inline asm
-	mov.b32 	%f51, %r66;
-	.loc	1 44 35                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:35
-	mul.wide.u32 	%rd20, %r5, 2;
-	add.s64 	%rd14, %rd4, %rd20;
-	.loc	1 44 40                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:40
-	// begin inline asm
-	mov.u32 %r67, 0x0;
-	mov.u32 %r68, 0x0;
-	@%p20 ld.global.L1::evict_last.v2.b32 { %r67, %r68 }, [ %rd14 + 0 ];
-	@!%p20 mov.u32 %r67, %r61;
-	@!%p20 mov.u32 %r68, %r61;
-	// end inline asm
-	mov.b32 	{%rs53, %rs54}, %r67;
-	mov.b32 	{%rs55, %rs56}, %r68;
-	.loc	1 44 91                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:91
-	// begin inline asm
-	cvt.f32.bf16 %r71, %rs53;
-	// end inline asm
-	mov.b32 	%f52, %r71;
-	// begin inline asm
-	cvt.f32.bf16 %r72, %rs54;
-	// end inline asm
-	mov.b32 	%f53, %r72;
-	// begin inline asm
-	cvt.f32.bf16 %r73, %rs55;
-	// end inline asm
-	mov.b32 	%f54, %r73;
-	// begin inline asm
-	cvt.f32.bf16 %r74, %rs56;
-	// end inline asm
-	mov.b32 	%f55, %r74;
-	.loc	1 51 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:51:23
-	mul.f32 	%f56, %f47, %f48;
-	mul.f32 	%f57, %f47, %f49;
-	mul.f32 	%f58, %f47, %f50;
-	mul.f32 	%f59, %f47, %f51;
-	.loc	1 53 24                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:53:24
-	mul.f32 	%f60, %f56, %f52;
-	mul.f32 	%f61, %f57, %f53;
-	mul.f32 	%f62, %f58, %f54;
-	mul.f32 	%f63, %f59, %f55;
-	.loc	1 54 29                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:29
-	shl.b64 	%rd21, %rd1, 1;
-	add.s64 	%rd15, %rd5, %rd21;
-	.loc	1 54 51                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:51
-	mov.b32 	%r75, %f60;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs33, %r75;
-	// end inline asm
-	mov.b32 	%r76, %f61;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs34, %r76;
-	// end inline asm
-	mov.b32 	%r77, %f62;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs35, %r77;
-	// end inline asm
-	mov.b32 	%r78, %f63;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs36, %r78;
-	// end inline asm
-	mov.b32 	%r129, {%rs33, %rs34};
-	mov.b32 	%r130, {%rs35, %rs36};
-	// begin inline asm
-	@%p17 st.global.v2.b32 [ %rd15 + 0 ], { %r129, %r130 };
-	// end inline asm
-	.loc	1 40 27                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:40:27
-	or.b64  	%rd22, %rd19, 2048;
-	.loc	1 41 25                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:41:25
-	setp.lt.u64 	%p27, %rd22, 3584;
-	.loc	1 43 39                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:39
-	cvt.u32.u64 	%r131, %rd22;
-	add.s32 	%r132, %r6, %r131;
-	.loc	1 43 34                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:34
-	mul.wide.s32 	%rd23, %r132, 2;
-	add.s64 	%rd16, %rd3, %rd23;
-	.loc	1 43 57                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:57
-	and.pred  	%p24, %p17, %p27;
-	.loc	1 43 49                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:49
-	// begin inline asm
-	mov.u32 %r81, 0x0;
-	mov.u32 %r82, 0x0;
-	@%p24 ld.global.L1::evict_first.v2.b32 { %r81, %r82 }, [ %rd16 + 0 ];
-	@!%p24 mov.u32 %r81, %r61;
-	@!%p24 mov.u32 %r82, %r61;
-	// end inline asm
-	mov.b32 	{%rs61, %rs62}, %r81;
-	mov.b32 	{%rs63, %rs64}, %r82;
-	.loc	1 43 109                        // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:43:109
-	// begin inline asm
-	cvt.f32.bf16 %r85, %rs61;
-	// end inline asm
-	mov.b32 	%f64, %r85;
-	// begin inline asm
-	cvt.f32.bf16 %r86, %rs62;
-	// end inline asm
-	mov.b32 	%f65, %r86;
-	// begin inline asm
-	cvt.f32.bf16 %r87, %rs63;
-	// end inline asm
-	mov.b32 	%f66, %r87;
-	// begin inline asm
-	cvt.f32.bf16 %r88, %rs64;
-	// end inline asm
-	mov.b32 	%f67, %r88;
-	.loc	1 44 35                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:35
-	add.s64 	%rd17, %rd14, 4096;
-	.loc	1 44 40                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:40
-	// begin inline asm
-	mov.u32 %r89, 0x0;
-	mov.u32 %r90, 0x0;
-	@%p27 ld.global.L1::evict_last.v2.b32 { %r89, %r90 }, [ %rd17 + 0 ];
-	@!%p27 mov.u32 %r89, %r61;
-	@!%p27 mov.u32 %r90, %r61;
-	// end inline asm
-	mov.b32 	{%rs65, %rs66}, %r89;
-	mov.b32 	{%rs67, %rs68}, %r90;
-	.loc	1 44 91                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:44:91
-	// begin inline asm
-	cvt.f32.bf16 %r93, %rs65;
-	// end inline asm
-	mov.b32 	%f68, %r93;
-	// begin inline asm
-	cvt.f32.bf16 %r94, %rs66;
-	// end inline asm
-	mov.b32 	%f69, %r94;
-	// begin inline asm
-	cvt.f32.bf16 %r95, %rs67;
-	// end inline asm
-	mov.b32 	%f70, %r95;
-	// begin inline asm
-	cvt.f32.bf16 %r96, %rs68;
-	// end inline asm
-	mov.b32 	%f71, %r96;
-	.loc	1 51 23                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:51:23
-	mul.f32 	%f72, %f47, %f64;
-	mul.f32 	%f73, %f47, %f65;
-	mul.f32 	%f74, %f47, %f66;
-	mul.f32 	%f75, %f47, %f67;
-	.loc	1 53 24                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:53:24
-	mul.f32 	%f76, %f72, %f68;
-	mul.f32 	%f77, %f73, %f69;
-	mul.f32 	%f78, %f74, %f70;
-	mul.f32 	%f79, %f75, %f71;
-	.loc	1 54 29                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:29
-	add.s64 	%rd18, %rd5, %rd23;
-	.loc	1 54 51                         // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:54:51
-	mov.b32 	%r97, %f76;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs45, %r97;
-	// end inline asm
-	mov.b32 	%r98, %f77;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs46, %r98;
-	// end inline asm
-	mov.b32 	%r99, %f78;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs47, %r99;
-	// end inline asm
-	mov.b32 	%r100, %f79;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs48, %r100;
-	// end inline asm
-	mov.b32 	%r137, {%rs45, %rs46};
-	mov.b32 	%r138, {%rs47, %rs48};
-	// begin inline asm
-	@%p24 st.global.v2.b32 [ %rd18 + 0 ], { %r137, %r138 };
-	// end inline asm
-	.loc	1 39 4                          // cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py:39:4
-	ret;
-$L__tmp5:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py"
-	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 1                                   // DW_CHILDREN_yes
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 2                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 0                                   // DW_CHILDREN_no
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 32                                  // DW_AT_inline
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 3                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 1                                   // DW_CHILDREN_yes
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 4                                   // Abbreviation Code
-.b8 29                                  // DW_TAG_inlined_subroutine
-.b8 0                                   // DW_CHILDREN_no
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 88                                  // DW_AT_call_file
-.b8 11                                  // DW_FORM_data1
-.b8 89                                  // DW_AT_call_line
-.b8 11                                  // DW_FORM_data1
-.b8 87                                  // DW_AT_call_column
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 225                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0xda DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 103
-.b8 113
-.b8 55
-.b8 104
-.b8 112
-.b8 114
-.b8 113
-.b8 99
-.b8 118
-.b8 118
-.b8 118
-.b8 106
-.b8 98
-.b8 108
-.b8 120
-.b8 50
-.b8 101
-.b8 111
-.b8 118
-.b8 122
-.b8 119
-.b8 51
-.b8 109
-.b8 119
-.b8 54
-.b8 97
-.b8 112
-.b8 114
-.b8 104
-.b8 102
-.b8 110
-.b8 106
-.b8 98
-.b8 98
-.b8 52
-.b8 113
-.b8 109
-.b8 121
-.b8 100
-.b8 97
-.b8 53
-.b8 111
-.b8 98
-.b8 104
-.b8 100
-.b8 97
-.b8 119
-.b8 52
-.b8 115
-.b8 116
-.b8 115
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
-.b8 116
-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
-.b8 105
-.b8 110
-.b8 100
-.b8 117
-.b8 99
-.b8 116
-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 103
-.b8 113
-.b8 0
-.b8 2                                   // Abbrev [2] 0x81:0x35 DW_TAG_subprogram
-.b8 116                                 // DW_AT_name
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 95
-.b8 114
-.b8 101
-.b8 100
-.b8 95
-.b8 102
-.b8 117
-.b8 115
-.b8 101
-.b8 100
-.b8 95
-.b8 95
-.b8 116
-.b8 111
-.b8 95
-.b8 99
-.b8 111
-.b8 112
-.b8 121
-.b8 95
-.b8 97
-.b8 100
-.b8 100
-.b8 95
-.b8 109
-.b8 101
-.b8 97
-.b8 110
-.b8 95
-.b8 109
-.b8 117
-.b8 108
-.b8 95
-.b8 112
-.b8 111
-.b8 119
-.b8 95
-.b8 114
-.b8 115
-.b8 113
-.b8 114
-.b8 116
-.b8 95
-.b8 48
-.b8 0
-.b8 1                                   // DW_AT_inline
-.b8 3                                   // Abbrev [3] 0xb6:0x2e DW_TAG_subprogram
-.b64 $L__func_begin0                    // DW_AT_low_pc
-.b64 $L__func_end0                      // DW_AT_high_pc
-.b32 129                                // DW_AT_abstract_origin
-.b8 4                                   // Abbrev [4] 0xcb:0x18 DW_TAG_inlined_subroutine
-.b32 129                                // DW_AT_abstract_origin
-.b64 $L__tmp1                           // DW_AT_low_pc
-.b64 $L__tmp4                           // DW_AT_high_pc
-.b8 1                                   // DW_AT_call_file
-.b8 38                                  // DW_AT_call_line
-.b8 25                                  // DW_AT_call_column
-.b8 0                                   // End Of Children Mark
-.b8 0                                   // End Of Children Mark
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
deleted file mode 100644
index b358d66..0000000
--- a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
+++ /dev/null
@@ -1,112 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [1, 4], threadsPerWarp = [1, 32], warpsPerCTA = [1, 16], order = [1, 0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)
-#loc1 = loc(unknown)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:25)
-#loc42 = loc(callsite(#loc1 at #loc19))
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 16 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg3: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xf32, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<3.584000e+03> : tensor<1x1xf32, #blocked> loc(#loc1)
-    %cst_1 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32, #blocked> loc(#loc1)
-    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
-    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
-    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
-    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
-    %cst_2 = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16, #blocked> loc(#loc1)
-    %cst_3 = arith.constant dense<3584> : tensor<1x2048xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> loc(#loc4)
-    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> -> tensor<1x2048xi32, #blocked> loc(#loc4)
-    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc5)
-    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc6)
-    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc7)
-    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1, #blocked> loc(#loc8)
-    %8 = scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg6 = %cst) -> (tensor<1x2048xf32, #blocked>)  : i32 {
-      %17 = tt.splat %arg5 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc10)
-      %18 = arith.addi %17, %3 : tensor<1x2048xi32, #blocked> loc(#loc10)
-      %19 = arith.cmpi slt, %18, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc11)
-      %20 = arith.addi %18, %5 : tensor<1x2048xi32, #blocked> loc(#loc6)
-      %21 = tt.addptr %6, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc7)
-      %22 = arith.andi %19, %7 : tensor<1x2048xi1, #blocked> loc(#loc8)
-      %23 = tt.load %21, %22, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc12)
-      %24 = arith.extf %23 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc13)
-      %25 = arith.mulf %24, %24 : tensor<1x2048xf32, #blocked> loc(#loc14)
-      %26 = arith.addf %arg6, %25 : tensor<1x2048xf32, #blocked> loc(#loc15)
-      %27 = arith.select %22, %26, %arg6 : tensor<1x2048xi1, #blocked>, tensor<1x2048xf32, #blocked> loc(#loc16)
-      scf.yield %27 : tensor<1x2048xf32, #blocked> loc(#loc17)
-    } loc(#loc9)
-    %9 = "tt.reduce"(%8) <{axis = 1 : i32}> ({
-    ^bb0(%arg5: f32 loc(callsite(#loc1 at #loc19)), %arg6: f32 loc(callsite(#loc1 at #loc19))):
-      %17 = arith.addf %arg5, %arg6 : f32 loc(#loc44)
-      tt.reduce.return %17 : f32 loc(#loc41)
-    }) : (tensor<1x2048xf32, #blocked>) -> tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> loc(#loc41)
-    %10 = tt.expand_dims %9 {axis = 1 : i32} : tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> -> tensor<1x1xf32, #blocked> loc(#loc21)
-    %11 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc22)
-    %12 = arith.divf %10, %cst_0 : tensor<1x1xf32, #blocked> loc(#loc23)
-    %13 = arith.addf %12, %cst_1 : tensor<1x1xf32, #blocked> loc(#loc24)
-    %14 = tt.extern_elementwise %13 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32, #blocked>) -> tensor<1x1xf32, #blocked> loc(#loc25)
-    %15 = tt.broadcast %14 : tensor<1x1xf32, #blocked> -> tensor<1x2048xf32, #blocked> loc(#loc26)
-    %16 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc27)
-    scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
-      %17 = tt.splat %arg5 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc29)
-      %18 = arith.addi %17, %3 : tensor<1x2048xi32, #blocked> loc(#loc29)
-      %19 = arith.cmpi slt, %18, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc30)
-      %20 = arith.addi %18, %5 : tensor<1x2048xi32, #blocked> loc(#loc31)
-      %21 = tt.addptr %6, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc32)
-      %22 = arith.andi %19, %7 : tensor<1x2048xi1, #blocked> loc(#loc33)
-      %23 = tt.load %21, %22, %cst_2 evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc34)
-      %24 = arith.extf %23 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc35)
-      %25 = tt.addptr %11, %18 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc22)
-      %26 = tt.load %25, %19, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc36)
-      %27 = arith.extf %26 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc37)
-      %28 = arith.mulf %24, %15 : tensor<1x2048xf32, #blocked> loc(#loc26)
-      %29 = arith.mulf %28, %27 : tensor<1x2048xf32, #blocked> loc(#loc38)
-      %30 = tt.addptr %16, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc27)
-      %31 = arith.truncf %29 : tensor<1x2048xf32, #blocked> to tensor<1x2048xbf16, #blocked> loc(#loc39)
-      tt.store %30, %31, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc39)
-    } loc(#loc28)
-    tt.return loc(#loc40)
-  } loc(#loc)
-} loc(#loc)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":22:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":24:21)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":25:33)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:44)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:39)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:34)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:57)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":28:36)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":29:27)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":30:25)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:49)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:108)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":34:22)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":36:23)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:46)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:8)
-#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
-#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:28)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:35)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":47:22)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":49:23)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":50:32)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":51:23)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:29)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:36)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":40:27)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":41:25)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:39)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:34)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:57)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:49)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:109)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:40)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:91)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":53:24)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:51)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:4)
-#loc41 = loc(callsite(#loc18 at #loc19))
-#loc43 = loc(callsite(#loc20 at #loc18))
-#loc44 = loc(callsite(#loc43 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir b/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
deleted file mode 100644
index 26ea175..0000000
--- a/tmp/torchinductor_ljp/triton/0/B2InpH-q0HtRCgPl3wz0DLHG5dUFTotsmilWPu4KCFM/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
+++ /dev/null
@@ -1,117 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)
-#loc1 = loc(unknown)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:25)
-#loc44 = loc(callsite(#loc1 at #loc20))
-module {
-  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg3: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":19:0)) attributes {noinline = false} {
-    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
-    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16> loc(#loc1)
-    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
-    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
-    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
-    %cst_0 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32> loc(#loc1)
-    %cst_1 = arith.constant dense<3.584000e+03> : tensor<1x1xf32> loc(#loc1)
-    %cst_2 = arith.constant dense<3584> : tensor<1x2048xi32> loc(#loc1)
-    %cst_3 = arith.constant dense<0.000000e+00> : tensor<1x2048xf32> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32> loc(#loc4)
-    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32> -> tensor<1x2048xi32> loc(#loc5)
-    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc6)
-    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32> loc(#loc7)
-    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc8)
-    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc9)
-    %8 = scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg6 = %cst_3) -> (tensor<1x2048xf32>)  : i32 {
-      %21 = tt.splat %arg5 : i32 -> tensor<1x2048xi32> loc(#loc11)
-      %22 = arith.addi %21, %3 : tensor<1x2048xi32> loc(#loc11)
-      %23 = arith.cmpi slt, %22, %cst_2 : tensor<1x2048xi32> loc(#loc12)
-      %24 = arith.addi %22, %5 : tensor<1x2048xi32> loc(#loc7)
-      %25 = tt.addptr %6, %24 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc8)
-      %26 = arith.andi %23, %7 : tensor<1x2048xi1> loc(#loc9)
-      %27 = tt.load %25, %26, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc13)
-      %28 = arith.extf %27 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc14)
-      %29 = arith.mulf %28, %28 : tensor<1x2048xf32> loc(#loc15)
-      %30 = arith.addf %arg6, %29 : tensor<1x2048xf32> loc(#loc16)
-      %31 = arith.select %26, %30, %arg6 : tensor<1x2048xi1>, tensor<1x2048xf32> loc(#loc17)
-      scf.yield %31 : tensor<1x2048xf32> loc(#loc18)
-    } loc(#loc10)
-    %9 = "tt.reduce"(%8) <{axis = 1 : i32}> ({
-    ^bb0(%arg5: f32 loc(callsite(#loc1 at #loc20)), %arg6: f32 loc(callsite(#loc1 at #loc20))):
-      %21 = arith.addf %arg5, %arg6 : f32 loc(#loc46)
-      tt.reduce.return %21 : f32 loc(#loc43)
-    }) : (tensor<1x2048xf32>) -> tensor<1xf32> loc(#loc43)
-    %10 = tt.expand_dims %9 {axis = 1 : i32} : tensor<1xf32> -> tensor<1x1xf32> loc(#loc22)
-    %11 = arith.muli %0, %c3584_i32 : i32 loc(#loc23)
-    %12 = tt.splat %11 : i32 -> tensor<1x2048xi32> loc(#loc24)
-    %13 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc25)
-    %14 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc26)
-    %15 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc27)
-    %16 = arith.divf %10, %cst_1 : tensor<1x1xf32> loc(#loc28)
-    %17 = arith.addf %16, %cst_0 : tensor<1x1xf32> loc(#loc29)
-    %18 = tt.extern_elementwise %17 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32>) -> tensor<1x1xf32> loc(#loc30)
-    %19 = tt.broadcast %18 : tensor<1x1xf32> -> tensor<1x2048xf32> loc(#loc31)
-    %20 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc32)
-    scf.for %arg5 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
-      %21 = tt.splat %arg5 : i32 -> tensor<1x2048xi32> loc(#loc34)
-      %22 = arith.addi %21, %3 : tensor<1x2048xi32> loc(#loc34)
-      %23 = arith.cmpi slt, %22, %cst_2 : tensor<1x2048xi32> loc(#loc35)
-      %24 = arith.addi %22, %12 : tensor<1x2048xi32> loc(#loc24)
-      %25 = tt.addptr %13, %24 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc25)
-      %26 = arith.andi %23, %14 : tensor<1x2048xi1> loc(#loc26)
-      %27 = tt.load %25, %26, %cst evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>> loc(#loc36)
-      %28 = arith.extf %27 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc37)
-      %29 = tt.addptr %15, %22 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc27)
-      %30 = tt.load %29, %23, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc38)
-      %31 = arith.extf %30 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc39)
-      %32 = arith.mulf %28, %19 : tensor<1x2048xf32> loc(#loc31)
-      %33 = arith.mulf %32, %31 : tensor<1x2048xf32> loc(#loc40)
-      %34 = tt.addptr %20, %24 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc32)
-      %35 = arith.truncf %33 : tensor<1x2048xf32> to tensor<1x2048xbf16> loc(#loc41)
-      tt.store %34, %35, %26 : tensor<1x2048x!tt.ptr<bf16>> loc(#loc41)
-    } loc(#loc33)
-    tt.return loc(#loc42)
-  } loc(#loc)
-} loc(#loc)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":22:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":24:21)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":25:25)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":25:33)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:44)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:39)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:34)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:57)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":28:36)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":29:27)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":30:25)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:49)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":32:108)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":34:22)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":36:23)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:46)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":37:8)
-#loc19 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
-#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":38:28)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:44)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:39)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:34)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:57)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:35)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":47:22)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":49:23)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":50:32)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":51:23)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:29)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:36)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":40:27)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":41:25)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:49)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":43:109)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:40)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":44:91)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":53:24)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":54:51)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py":39:4)
-#loc43 = loc(callsite(#loc19 at #loc20))
-#loc45 = loc(callsite(#loc21 at #loc19))
-#loc46 = loc(callsite(#loc45 at #loc20))
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/__grp__triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/__grp__triton_poi_fused__to_copy_cat_0.json
deleted file mode 100644
index 17cf4cf..0000000
--- a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/__grp__triton_poi_fused__to_copy_cat_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"child_paths": {"triton_poi_fused__to_copy_cat_0.ttir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir", "triton_poi_fused__to_copy_cat_0.ttgir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir", "triton_poi_fused__to_copy_cat_0.llir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir", "triton_poi_fused__to_copy_cat_0.ptx": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx", "triton_poi_fused__to_copy_cat_0.cubin": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.cubin", "triton_poi_fused__to_copy_cat_0.json": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json"}}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.cubin b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.cubin
deleted file mode 100644
index 730060396b5d9c167c22b993c019c2c55fd6445f..0000000000000000000000000000000000000000
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diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json
deleted file mode 100644
index 7f60776..0000000
--- a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "0e3c3092647cd232abd77ac535bc1c021831e6cebd90b302349a467f2c0da399", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir
deleted file mode 100644
index 229600a..0000000
--- a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.llir
+++ /dev/null
@@ -1,452 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
-@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
-@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
-@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
-@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
-@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
-
-; Function Attrs: noreturn
-declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
-
-define void @triton_poi_fused__to_copy_cat_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
-  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
-  %7 = shl i32 %6, 10, !dbg !13
-  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
-  %9 = shl i32 %8, 3, !dbg !14
-  %10 = and i32 %9, 1016, !dbg !14
-  %11 = or disjoint i32 %7, %10, !dbg !15
-  %.frozen = freeze i32 %11, !dbg !16
-  %12 = sdiv i32 %.frozen, 128, !dbg !16
-  %13 = mul i32 %12, 128, !dbg !17
-  %.decomposed = sub i32 %.frozen, %13, !dbg !17
-  %14 = sdiv i32 %11, 3584, !dbg !18
-  %15 = icmp slt i32 %.decomposed, 64, !dbg !19
-  %16 = shl nsw i32 %12, 7, !dbg !20
-  %17 = add i32 %16, %.decomposed, !dbg !21
-  %18 = sext i32 %17 to i64, !dbg !22
-  %19 = getelementptr bfloat, ptr addrspace(1) %0, i64 %18, !dbg !22
-  %20 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %19, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !23
-  %21 = extractvalue { i32, i32, i32, i32 } %20, 0, !dbg !23
-  %22 = bitcast i32 %21 to <2 x bfloat>, !dbg !23
-  %23 = extractvalue { i32, i32, i32, i32 } %20, 1, !dbg !23
-  %24 = bitcast i32 %23 to <2 x bfloat>, !dbg !23
-  %25 = extractvalue { i32, i32, i32, i32 } %20, 2, !dbg !23
-  %26 = bitcast i32 %25 to <2 x bfloat>, !dbg !23
-  %27 = extractvalue { i32, i32, i32, i32 } %20, 3, !dbg !23
-  %28 = bitcast i32 %27 to <2 x bfloat>, !dbg !23
-  %29 = extractelement <2 x bfloat> %22, i64 0, !dbg !23
-  %30 = extractelement <2 x bfloat> %22, i64 1, !dbg !23
-  %31 = extractelement <2 x bfloat> %24, i64 0, !dbg !23
-  %32 = extractelement <2 x bfloat> %24, i64 1, !dbg !23
-  %33 = extractelement <2 x bfloat> %26, i64 0, !dbg !23
-  %34 = extractelement <2 x bfloat> %26, i64 1, !dbg !23
-  %35 = extractelement <2 x bfloat> %28, i64 0, !dbg !23
-  %36 = extractelement <2 x bfloat> %28, i64 1, !dbg !23
-  %37 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %29) #3, !dbg !24
-  %38 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %30) #3, !dbg !24
-  %39 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %31) #3, !dbg !24
-  %40 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %32) #3, !dbg !24
-  %41 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %33) #3, !dbg !24
-  %42 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %34) #3, !dbg !24
-  %43 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %35) #3, !dbg !24
-  %44 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %36) #3, !dbg !24
-  %45 = sext i32 %14 to i64, !dbg !25
-  %46 = getelementptr i64, ptr addrspace(1) %1, i64 %45, !dbg !25
-  %47 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %48 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %49 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %50 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %51 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %52 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %53 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %54 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %15, i1 %15) #3, !dbg !26
-  %55 = lshr i64 %47, 48, !dbg !27
-  %56 = and i64 %55, 32768, !dbg !27
-  %57 = add i64 %56, %47, !dbg !27
-  %58 = icmp ugt i64 %57, 32767, !dbg !28
-  %.not1 = and i1 %15, %58, !dbg !29
-  br i1 %.not1, label %59, label %60, !dbg !29
-
-59:                                               ; preds = %5
-  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
-  unreachable, !dbg !29
-
-60:                                               ; preds = %5
-  %61 = sext i32 %.decomposed to i64, !dbg !19
-  %62 = or disjoint i32 %11, 4, !dbg !15
-  %63 = srem i32 %62, 128, !dbg !17
-  %64 = sext i32 %63 to i64, !dbg !19
-  tail call void @llvm.nvvm.barrier0(), !dbg !29
-  %65 = shl i64 %57, 7, !dbg !30
-  %66 = getelementptr float, ptr addrspace(1) %2, i64 %65, !dbg !31
-  %67 = getelementptr float, ptr addrspace(1) %66, i64 %61, !dbg !31
-  %68 = getelementptr float, ptr addrspace(1) %66, i64 %64, !dbg !31
-  %69 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %67, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
-  %70 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %68, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
-  %71 = or disjoint i32 %16, 64, !dbg !33
-  %72 = add i32 %71, %.decomposed, !dbg !34
-  %73 = sext i32 %72 to i64, !dbg !35
-  %74 = getelementptr bfloat, ptr addrspace(1) %0, i64 %73, !dbg !35
-  %75 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %74, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !36
-  %76 = extractvalue { i32, i32, i32, i32 } %75, 0, !dbg !36
-  %77 = bitcast i32 %76 to <2 x bfloat>, !dbg !36
-  %78 = extractvalue { i32, i32, i32, i32 } %75, 1, !dbg !36
-  %79 = bitcast i32 %78 to <2 x bfloat>, !dbg !36
-  %80 = extractvalue { i32, i32, i32, i32 } %75, 2, !dbg !36
-  %81 = bitcast i32 %80 to <2 x bfloat>, !dbg !36
-  %82 = extractvalue { i32, i32, i32, i32 } %75, 3, !dbg !36
-  %83 = bitcast i32 %82 to <2 x bfloat>, !dbg !36
-  %84 = extractelement <2 x bfloat> %77, i64 0, !dbg !36
-  %85 = extractelement <2 x bfloat> %77, i64 1, !dbg !36
-  %86 = extractelement <2 x bfloat> %79, i64 0, !dbg !36
-  %87 = extractelement <2 x bfloat> %79, i64 1, !dbg !36
-  %88 = extractelement <2 x bfloat> %81, i64 0, !dbg !36
-  %89 = extractelement <2 x bfloat> %81, i64 1, !dbg !36
-  %90 = extractelement <2 x bfloat> %83, i64 0, !dbg !36
-  %91 = extractelement <2 x bfloat> %83, i64 1, !dbg !36
-  %92 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %84) #3, !dbg !37
-  %93 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %85) #3, !dbg !37
-  %94 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %86) #3, !dbg !37
-  %95 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %87) #3, !dbg !37
-  %96 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %88) #3, !dbg !37
-  %97 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %89) #3, !dbg !37
-  %98 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %90) #3, !dbg !37
-  %99 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %91) #3, !dbg !37
-  %100 = or disjoint i64 %65, 64, !dbg !38
-  %101 = getelementptr float, ptr addrspace(1) %2, i64 %100, !dbg !39
-  %102 = getelementptr float, ptr addrspace(1) %101, i64 %61, !dbg !39
-  %103 = getelementptr float, ptr addrspace(1) %101, i64 %64, !dbg !39
-  %104 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %102, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
-  %105 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %103, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
-  %106 = icmp sgt i32 %.decomposed, 63, !dbg !41
-  %107 = add nsw i32 %.decomposed, -64, !dbg !42
-  %108 = add i32 %71, %107, !dbg !43
-  %109 = sext i32 %108 to i64, !dbg !44
-  %110 = getelementptr bfloat, ptr addrspace(1) %0, i64 %109, !dbg !44
-  %111 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %110, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !45
-  %112 = extractvalue { i32, i32, i32, i32 } %111, 0, !dbg !45
-  %113 = bitcast i32 %112 to <2 x bfloat>, !dbg !45
-  %114 = extractvalue { i32, i32, i32, i32 } %111, 1, !dbg !45
-  %115 = bitcast i32 %114 to <2 x bfloat>, !dbg !45
-  %116 = extractvalue { i32, i32, i32, i32 } %111, 2, !dbg !45
-  %117 = bitcast i32 %116 to <2 x bfloat>, !dbg !45
-  %118 = extractvalue { i32, i32, i32, i32 } %111, 3, !dbg !45
-  %119 = bitcast i32 %118 to <2 x bfloat>, !dbg !45
-  %120 = extractelement <2 x bfloat> %113, i64 0, !dbg !45
-  %121 = extractelement <2 x bfloat> %113, i64 1, !dbg !45
-  %122 = extractelement <2 x bfloat> %115, i64 0, !dbg !45
-  %123 = extractelement <2 x bfloat> %115, i64 1, !dbg !45
-  %124 = extractelement <2 x bfloat> %117, i64 0, !dbg !45
-  %125 = extractelement <2 x bfloat> %117, i64 1, !dbg !45
-  %126 = extractelement <2 x bfloat> %119, i64 0, !dbg !45
-  %127 = extractelement <2 x bfloat> %119, i64 1, !dbg !45
-  %128 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %120) #3, !dbg !46
-  %129 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %121) #3, !dbg !46
-  %130 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %122) #3, !dbg !46
-  %131 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %123) #3, !dbg !46
-  %132 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %124) #3, !dbg !46
-  %133 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %125) #3, !dbg !46
-  %134 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %126) #3, !dbg !46
-  %135 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %127) #3, !dbg !46
-  %136 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %137 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %138 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %139 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %140 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %141 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %142 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %143 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %46, i1 %106, i1 %106) #3, !dbg !47
-  %144 = lshr i64 %136, 48, !dbg !48
-  %145 = and i64 %144, 32768, !dbg !48
-  %146 = add i64 %145, %136, !dbg !48
-  %147 = icmp ugt i64 %146, 32767, !dbg !49
-  %.not2 = and i1 %106, %147, !dbg !50
-  br i1 %.not2, label %148, label %149, !dbg !50
-
-148:                                              ; preds = %60
-  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
-  unreachable, !dbg !50
-
-149:                                              ; preds = %60
-  %150 = add nsw i32 %63, -64, !dbg !42
-  %151 = extractvalue { i32, i32, i32, i32 } %70, 3, !dbg !32
-  %152 = bitcast i32 %151 to float, !dbg !32
-  %153 = fmul float %44, %152, !dbg !51
-  %154 = extractvalue { i32, i32, i32, i32 } %105, 3, !dbg !40
-  %155 = bitcast i32 %154 to float, !dbg !40
-  %156 = fmul float %99, %155, !dbg !52
-  %157 = fsub float %153, %156, !dbg !53
-  %158 = extractvalue { i32, i32, i32, i32 } %70, 2, !dbg !32
-  %159 = bitcast i32 %158 to float, !dbg !32
-  %160 = fmul float %43, %159, !dbg !51
-  %161 = extractvalue { i32, i32, i32, i32 } %105, 2, !dbg !40
-  %162 = bitcast i32 %161 to float, !dbg !40
-  %163 = fmul float %98, %162, !dbg !52
-  %164 = fsub float %160, %163, !dbg !53
-  %165 = extractvalue { i32, i32, i32, i32 } %70, 1, !dbg !32
-  %166 = bitcast i32 %165 to float, !dbg !32
-  %167 = fmul float %42, %166, !dbg !51
-  %168 = extractvalue { i32, i32, i32, i32 } %105, 1, !dbg !40
-  %169 = bitcast i32 %168 to float, !dbg !40
-  %170 = fmul float %97, %169, !dbg !52
-  %171 = fsub float %167, %170, !dbg !53
-  %172 = extractvalue { i32, i32, i32, i32 } %70, 0, !dbg !32
-  %173 = bitcast i32 %172 to float, !dbg !32
-  %174 = fmul float %41, %173, !dbg !51
-  %175 = extractvalue { i32, i32, i32, i32 } %105, 0, !dbg !40
-  %176 = bitcast i32 %175 to float, !dbg !40
-  %177 = fmul float %96, %176, !dbg !52
-  %178 = fsub float %174, %177, !dbg !53
-  %179 = extractvalue { i32, i32, i32, i32 } %69, 3, !dbg !32
-  %180 = bitcast i32 %179 to float, !dbg !32
-  %181 = fmul float %40, %180, !dbg !51
-  %182 = extractvalue { i32, i32, i32, i32 } %104, 3, !dbg !40
-  %183 = bitcast i32 %182 to float, !dbg !40
-  %184 = fmul float %95, %183, !dbg !52
-  %185 = fsub float %181, %184, !dbg !53
-  %186 = extractvalue { i32, i32, i32, i32 } %69, 2, !dbg !32
-  %187 = bitcast i32 %186 to float, !dbg !32
-  %188 = fmul float %39, %187, !dbg !51
-  %189 = extractvalue { i32, i32, i32, i32 } %104, 2, !dbg !40
-  %190 = bitcast i32 %189 to float, !dbg !40
-  %191 = fmul float %94, %190, !dbg !52
-  %192 = fsub float %188, %191, !dbg !53
-  %193 = extractvalue { i32, i32, i32, i32 } %69, 1, !dbg !32
-  %194 = bitcast i32 %193 to float, !dbg !32
-  %195 = fmul float %38, %194, !dbg !51
-  %196 = extractvalue { i32, i32, i32, i32 } %104, 1, !dbg !40
-  %197 = bitcast i32 %196 to float, !dbg !40
-  %198 = fmul float %93, %197, !dbg !52
-  %199 = fsub float %195, %198, !dbg !53
-  %200 = extractvalue { i32, i32, i32, i32 } %69, 0, !dbg !32
-  %201 = bitcast i32 %200 to float, !dbg !32
-  %202 = fmul float %37, %201, !dbg !51
-  %203 = extractvalue { i32, i32, i32, i32 } %104, 0, !dbg !40
-  %204 = bitcast i32 %203 to float, !dbg !40
-  %205 = fmul float %92, %204, !dbg !52
-  %206 = fsub float %202, %205, !dbg !53
-  tail call void @llvm.nvvm.barrier0(), !dbg !50
-  %207 = shl i64 %146, 7, !dbg !54
-  %208 = sext i32 %107 to i64, !dbg !55
-  %209 = sext i32 %150 to i64, !dbg !55
-  %210 = getelementptr float, ptr addrspace(1) %2, i64 %207, !dbg !56
-  %211 = getelementptr float, ptr addrspace(1) %210, i64 %208, !dbg !56
-  %212 = getelementptr float, ptr addrspace(1) %210, i64 %209, !dbg !56
-  %213 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %211, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !57
-  %214 = extractvalue { i32, i32, i32, i32 } %213, 0, !dbg !57
-  %215 = extractvalue { i32, i32, i32, i32 } %213, 1, !dbg !57
-  %216 = extractvalue { i32, i32, i32, i32 } %213, 2, !dbg !57
-  %217 = extractvalue { i32, i32, i32, i32 } %213, 3, !dbg !57
-  %218 = bitcast i32 %214 to float, !dbg !57
-  %219 = bitcast i32 %215 to float, !dbg !57
-  %220 = bitcast i32 %216 to float, !dbg !57
-  %221 = bitcast i32 %217 to float, !dbg !57
-  %222 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %212, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !57
-  %223 = extractvalue { i32, i32, i32, i32 } %222, 0, !dbg !57
-  %224 = extractvalue { i32, i32, i32, i32 } %222, 1, !dbg !57
-  %225 = extractvalue { i32, i32, i32, i32 } %222, 2, !dbg !57
-  %226 = extractvalue { i32, i32, i32, i32 } %222, 3, !dbg !57
-  %227 = bitcast i32 %223 to float, !dbg !57
-  %228 = bitcast i32 %224 to float, !dbg !57
-  %229 = bitcast i32 %225 to float, !dbg !57
-  %230 = bitcast i32 %226 to float, !dbg !57
-  %231 = fmul float %128, %218, !dbg !58
-  %232 = fmul float %129, %219, !dbg !58
-  %233 = fmul float %130, %220, !dbg !58
-  %234 = fmul float %131, %221, !dbg !58
-  %235 = fmul float %132, %227, !dbg !58
-  %236 = fmul float %133, %228, !dbg !58
-  %237 = fmul float %134, %229, !dbg !58
-  %238 = fmul float %135, %230, !dbg !58
-  %239 = add i32 %16, %107, !dbg !59
-  %240 = sext i32 %239 to i64, !dbg !60
-  %241 = getelementptr bfloat, ptr addrspace(1) %0, i64 %240, !dbg !60
-  %242 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %241, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !61
-  %243 = extractvalue { i32, i32, i32, i32 } %242, 0, !dbg !61
-  %244 = bitcast i32 %243 to <2 x bfloat>, !dbg !61
-  %245 = extractvalue { i32, i32, i32, i32 } %242, 1, !dbg !61
-  %246 = bitcast i32 %245 to <2 x bfloat>, !dbg !61
-  %247 = extractvalue { i32, i32, i32, i32 } %242, 2, !dbg !61
-  %248 = bitcast i32 %247 to <2 x bfloat>, !dbg !61
-  %249 = extractvalue { i32, i32, i32, i32 } %242, 3, !dbg !61
-  %250 = bitcast i32 %249 to <2 x bfloat>, !dbg !61
-  %251 = extractelement <2 x bfloat> %244, i64 0, !dbg !61
-  %252 = extractelement <2 x bfloat> %244, i64 1, !dbg !61
-  %253 = extractelement <2 x bfloat> %246, i64 0, !dbg !61
-  %254 = extractelement <2 x bfloat> %246, i64 1, !dbg !61
-  %255 = extractelement <2 x bfloat> %248, i64 0, !dbg !61
-  %256 = extractelement <2 x bfloat> %248, i64 1, !dbg !61
-  %257 = extractelement <2 x bfloat> %250, i64 0, !dbg !61
-  %258 = extractelement <2 x bfloat> %250, i64 1, !dbg !61
-  %259 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %251) #3, !dbg !62
-  %260 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %252) #3, !dbg !62
-  %261 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %253) #3, !dbg !62
-  %262 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %254) #3, !dbg !62
-  %263 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %255) #3, !dbg !62
-  %264 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %256) #3, !dbg !62
-  %265 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %257) #3, !dbg !62
-  %266 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %258) #3, !dbg !62
-  %267 = or disjoint i64 %207, 64, !dbg !63
-  %268 = getelementptr float, ptr addrspace(1) %2, i64 %267, !dbg !64
-  %269 = getelementptr float, ptr addrspace(1) %268, i64 %208, !dbg !64
-  %270 = getelementptr float, ptr addrspace(1) %268, i64 %209, !dbg !64
-  %271 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %269, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !65
-  %272 = extractvalue { i32, i32, i32, i32 } %271, 0, !dbg !65
-  %273 = extractvalue { i32, i32, i32, i32 } %271, 1, !dbg !65
-  %274 = extractvalue { i32, i32, i32, i32 } %271, 2, !dbg !65
-  %275 = extractvalue { i32, i32, i32, i32 } %271, 3, !dbg !65
-  %276 = bitcast i32 %272 to float, !dbg !65
-  %277 = bitcast i32 %273 to float, !dbg !65
-  %278 = bitcast i32 %274 to float, !dbg !65
-  %279 = bitcast i32 %275 to float, !dbg !65
-  %280 = tail call { i32, i32, i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09mov.u32 $2, 0x0;\0A\09mov.u32 $3, 0x0;\0A\09@$5 ld.global.L1::evict_last.v4.b32 { $0, $1, $2, $3 }, [ $4 + 0 ];\0A\09@!$7 mov.u32 $0, $6;\0A\09@!$9 mov.u32 $1, $8;\0A\09@!$11 mov.u32 $2, $10;\0A\09@!$13 mov.u32 $3, $12;", "=r,=r,=r,=r,l,b,r,b,r,b,r,b,r,b"(ptr addrspace(1) %270, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106, i32 0, i1 %106) #3, !dbg !65
-  %281 = extractvalue { i32, i32, i32, i32 } %280, 0, !dbg !65
-  %282 = extractvalue { i32, i32, i32, i32 } %280, 1, !dbg !65
-  %283 = extractvalue { i32, i32, i32, i32 } %280, 2, !dbg !65
-  %284 = extractvalue { i32, i32, i32, i32 } %280, 3, !dbg !65
-  %285 = bitcast i32 %281 to float, !dbg !65
-  %286 = bitcast i32 %282 to float, !dbg !65
-  %287 = bitcast i32 %283 to float, !dbg !65
-  %288 = bitcast i32 %284 to float, !dbg !65
-  %289 = fmul float %259, %276, !dbg !66
-  %290 = fmul float %260, %277, !dbg !66
-  %291 = fmul float %261, %278, !dbg !66
-  %292 = fmul float %262, %279, !dbg !66
-  %293 = fmul float %263, %285, !dbg !66
-  %294 = fmul float %264, %286, !dbg !66
-  %295 = fmul float %265, %287, !dbg !66
-  %296 = fmul float %266, %288, !dbg !66
-  %297 = fadd float %231, %289, !dbg !67
-  %298 = fadd float %232, %290, !dbg !67
-  %299 = fadd float %233, %291, !dbg !67
-  %300 = fadd float %234, %292, !dbg !67
-  %301 = fadd float %235, %293, !dbg !67
-  %302 = fadd float %236, %294, !dbg !67
-  %303 = fadd float %237, %295, !dbg !67
-  %304 = fadd float %238, %296, !dbg !67
-  %305 = select i1 %15, float %206, float %297, !dbg !68
-  %306 = select i1 %15, float %199, float %298, !dbg !68
-  %307 = select i1 %15, float %192, float %299, !dbg !68
-  %308 = select i1 %15, float %185, float %300, !dbg !68
-  %309 = select i1 %15, float %178, float %301, !dbg !68
-  %310 = select i1 %15, float %171, float %302, !dbg !68
-  %311 = select i1 %15, float %164, float %303, !dbg !68
-  %312 = select i1 %15, float %157, float %304, !dbg !68
-  %313 = sext i32 %11 to i64, !dbg !69
-  %314 = getelementptr bfloat, ptr addrspace(1) %3, i64 %313, !dbg !69
-  %315 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %305) #3, !dbg !70
-  %316 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %306) #3, !dbg !70
-  %317 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %307) #3, !dbg !70
-  %318 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %308) #3, !dbg !70
-  %319 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %309) #3, !dbg !70
-  %320 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %310) #3, !dbg !70
-  %321 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %311) #3, !dbg !70
-  %322 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %312) #3, !dbg !70
-  %323 = insertelement <2 x bfloat> poison, bfloat %315, i64 0, !dbg !70
-  %324 = insertelement <2 x bfloat> %323, bfloat %316, i64 1, !dbg !70
-  %325 = bitcast <2 x bfloat> %324 to i32, !dbg !70
-  %326 = insertelement <2 x bfloat> poison, bfloat %317, i64 0, !dbg !70
-  %327 = insertelement <2 x bfloat> %326, bfloat %318, i64 1, !dbg !70
-  %328 = bitcast <2 x bfloat> %327 to i32, !dbg !70
-  %329 = insertelement <2 x bfloat> poison, bfloat %319, i64 0, !dbg !70
-  %330 = insertelement <2 x bfloat> %329, bfloat %320, i64 1, !dbg !70
-  %331 = bitcast <2 x bfloat> %330 to i32, !dbg !70
-  %332 = insertelement <2 x bfloat> poison, bfloat %321, i64 0, !dbg !70
-  %333 = insertelement <2 x bfloat> %332, bfloat %322, i64 1, !dbg !70
-  %334 = bitcast <2 x bfloat> %333 to i32, !dbg !70
-  tail call void asm sideeffect "@$5 st.global.v4.b32 [ $4 + 0 ], { $0, $1, $2, $3 };", "r,r,r,r,l,b"(i32 %325, i32 %328, i32 %331, i32 %334, ptr addrspace(1) %314, i1 true) #3, !dbg !70
-  ret void, !dbg !71
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
-
-; Function Attrs: convergent nocallback nounwind
-declare void @llvm.nvvm.barrier0() #2
-
-attributes #0 = { noreturn }
-attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #2 = { convergent nocallback nounwind }
-attributes #3 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b")
-!4 = !{ptr @triton_poi_fused__to_copy_cat_0, !"kernel", i32 1}
-!5 = !{ptr @triton_poi_fused__to_copy_cat_0, !"reqntidx", i32 128}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
-!8 = !DIFile(filename: "<unknown>", directory: "")
-!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
-!10 = !{}
-!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_0", linkageName: "triton_poi_fused__to_copy_cat_0", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!12 = !DILocation(line: 21, column: 28, scope: !11)
-!13 = !DILocation(line: 21, column: 33, scope: !11)
-!14 = !DILocation(line: 22, column: 36, scope: !11)
-!15 = !DILocation(line: 22, column: 23, scope: !11)
-!16 = !DILocation(line: 25, column: 19, scope: !11)
-!17 = !DILocation(line: 24, column: 19, scope: !11)
-!18 = !DILocation(line: 26, column: 19, scope: !11)
-!19 = !DILocation(line: 32, column: 18, scope: !11)
-!20 = !DILocation(line: 33, column: 34, scope: !11)
-!21 = !DILocation(line: 33, column: 40, scope: !11)
-!22 = !DILocation(line: 33, column: 30, scope: !11)
-!23 = !DILocation(line: 33, column: 46, scope: !11)
-!24 = !DILocation(line: 33, column: 96, scope: !11)
-!25 = !DILocation(line: 35, column: 30, scope: !11)
-!26 = !DILocation(line: 35, column: 35, scope: !11)
-!27 = !DILocation(line: 39, column: 34, scope: !11)
-!28 = !DILocation(line: 40, column: 65, scope: !11)
-!29 = !DILocation(line: 40, column: 119, scope: !11)
-!30 = !DILocation(line: 41, column: 35, scope: !11)
-!31 = !DILocation(line: 41, column: 31, scope: !11)
-!32 = !DILocation(line: 41, column: 50, scope: !11)
-!33 = !DILocation(line: 43, column: 36, scope: !11)
-!34 = !DILocation(line: 43, column: 46, scope: !11)
-!35 = !DILocation(line: 43, column: 31, scope: !11)
-!36 = !DILocation(line: 43, column: 52, scope: !11)
-!37 = !DILocation(line: 43, column: 102, scope: !11)
-!38 = !DILocation(line: 45, column: 36, scope: !11)
-!39 = !DILocation(line: 45, column: 31, scope: !11)
-!40 = !DILocation(line: 45, column: 55, scope: !11)
-!41 = !DILocation(line: 50, column: 20, scope: !11)
-!42 = !DILocation(line: 53, column: 54, scope: !11)
-!43 = !DILocation(line: 53, column: 46, scope: !11)
-!44 = !DILocation(line: 53, column: 31, scope: !11)
-!45 = !DILocation(line: 53, column: 60, scope: !11)
-!46 = !DILocation(line: 53, column: 111, scope: !11)
-!47 = !DILocation(line: 55, column: 36, scope: !11)
-!48 = !DILocation(line: 59, column: 35, scope: !11)
-!49 = !DILocation(line: 60, column: 65, scope: !11)
-!50 = !DILocation(line: 60, column: 120, scope: !11)
-!51 = !DILocation(line: 42, column: 19, scope: !11)
-!52 = !DILocation(line: 46, column: 20, scope: !11)
-!53 = !DILocation(line: 47, column: 20, scope: !11)
-!54 = !DILocation(line: 61, column: 35, scope: !11)
-!55 = !DILocation(line: 61, column: 44, scope: !11)
-!56 = !DILocation(line: 61, column: 31, scope: !11)
-!57 = !DILocation(line: 61, column: 58, scope: !11)
-!58 = !DILocation(line: 62, column: 20, scope: !11)
-!59 = !DILocation(line: 63, column: 41, scope: !11)
-!60 = !DILocation(line: 63, column: 31, scope: !11)
-!61 = !DILocation(line: 63, column: 55, scope: !11)
-!62 = !DILocation(line: 63, column: 106, scope: !11)
-!63 = !DILocation(line: 65, column: 36, scope: !11)
-!64 = !DILocation(line: 65, column: 31, scope: !11)
-!65 = !DILocation(line: 65, column: 63, scope: !11)
-!66 = !DILocation(line: 66, column: 20, scope: !11)
-!67 = !DILocation(line: 67, column: 20, scope: !11)
-!68 = !DILocation(line: 0, scope: !11)
-!69 = !DILocation(line: 72, column: 25, scope: !11)
-!70 = !DILocation(line: 72, column: 37, scope: !11)
-!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx
deleted file mode 100644
index 43158b2..0000000
--- a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ptx
+++ /dev/null
@@ -1,899 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_poi_fused__to_copy_cat_0 // -- Begin function triton_poi_fused__to_copy_cat_0
-.extern .func __assertfail
-(
-	.param .b64 __assertfail_param_0,
-	.param .b64 __assertfail_param_1,
-	.param .b32 __assertfail_param_2,
-	.param .b64 __assertfail_param_3,
-	.param .b64 __assertfail_param_4
-)
-.noreturn;
-.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
-.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
-.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-                                        // @triton_poi_fused__to_copy_cat_0
-.visible .entry triton_poi_fused__to_copy_cat_0(
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_0,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_1,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_2,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_3,
-	.param .u32 triton_poi_fused__to_copy_cat_0_param_4
-)
-.reqntid 128, 1, 1
-{
-	.reg .pred 	%p<100>;
-	.reg .b16 	%rs<81>;
-	.reg .b32 	%r<205>;
-	.reg .f32 	%f<113>;
-	.reg .b64 	%rd<90>;
-	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_0_param_0];
-	ld.param.u64 	%rd26, [triton_poi_fused__to_copy_cat_0_param_1];
-$L__tmp0:
-	.loc	1 21 28                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:28
-	// begin inline asm
-	mov.u32 %r21, %ctaid.x;
-	// end inline asm
-	.loc	1 21 33                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:33
-	shl.b32 	%r38, %r21, 10;
-	.loc	1 22 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:36
-	mov.u32 	%r39, %tid.x;
-	shl.b32 	%r40, %r39, 3;
-	and.b32  	%r41, %r40, 1016;
-	.loc	1 22 23                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:23
-	or.b32  	%r1, %r38, %r41;
-	.loc	1 25 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:25:19
-	shr.s32 	%r43, %r1, 31;
-	shr.u32 	%r44, %r43, 25;
-	add.s32 	%r45, %r1, %r44;
-	.loc	1 24 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:24:19
-	and.b32  	%r3, %r45, -128;
-	sub.s32 	%r2, %r1, %r3;
-	.loc	1 26 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:26:19
-	mul.hi.s32 	%r46, %r1, -1840700269;
-	mad.lo.s32 	%r47, %r1, 1, %r46;
-	shr.u32 	%r48, %r47, 31;
-	shr.s32 	%r49, %r47, 11;
-	add.s32 	%r50, %r49, %r48;
-	.loc	1 32 18                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:32:18
-	setp.gt.s32 	%p22, %r2, 63;
-	setp.lt.s32 	%p21, %r2, 64;
-	.loc	1 33 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:30
-	mul.wide.s32 	%rd27, %r1, 2;
-	add.s64 	%rd9, %rd6, %rd27;
-	mov.b32 	%r29, 0;
-	.loc	1 33 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:46
-	// begin inline asm
-	mov.u32 %r22, 0x0;
-	mov.u32 %r23, 0x0;
-	mov.u32 %r24, 0x0;
-	mov.u32 %r25, 0x0;
-	@%p21 ld.global.L1::evict_last.v4.b32 { %r22, %r23, %r24, %r25 }, [ %rd9 + 0 ];
-	@!%p21 mov.u32 %r22, %r29;
-	@!%p21 mov.u32 %r23, %r29;
-	@!%p21 mov.u32 %r24, %r29;
-	@!%p21 mov.u32 %r25, %r29;
-	// end inline asm
-	mov.b32 	{%rs9, %rs10}, %r22;
-	mov.b32 	{%rs11, %rs12}, %r23;
-	mov.b32 	{%rs13, %rs14}, %r24;
-	mov.b32 	{%rs15, %rs16}, %r25;
-	.loc	1 35 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:30
-	mul.wide.s32 	%rd28, %r50, 8;
-	add.s64 	%rd25, %rd26, %rd28;
-	.loc	1 35 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:35
-	// begin inline asm
-	mov.u64 %rd10, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd10 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd10, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd12, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd12 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd12, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd14, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd14 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd14, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd16, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd16 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd16, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd18, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd18 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd18, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd20, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd20 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd20, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd22, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd22 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd22, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd24, 0x0;
-	@%p21 ld.global.L1::evict_last.b64 { %rd24 }, [ %rd25 + 0 ];
-	@!%p21 mov.u64 %rd24, 0x0;
-	// end inline asm
-	.loc	1 39 34                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:39:34
-	shr.u64 	%rd29, %rd10, 48;
-	and.b64  	%rd30, %rd29, 32768;
-	add.s64 	%rd2, %rd30, %rd10;
-	.loc	1 40 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:65
-	setp.lt.u64 	%p23, %rd2, 32768;
-	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
-	or.pred  	%p24, %p22, %p23;
-	@%p24 bra 	$L__BB0_2;
-	bra.uni 	$L__BB0_1;
-$L__BB0_2:
-	.loc	1 0 119                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:119
-	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_0_param_2];
-	.loc	1 22 23                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:23
-	or.b32  	%r119, %r1, 4;
-	.loc	1 24 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:24:19
-	add.s32 	%r122, %r119, %r44;
-	and.b32  	%r123, %r122, -128;
-	sub.s32 	%r124, %r119, %r123;
-	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
-	bar.sync 	0;
-	.loc	1 41 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:31
-	shl.b64 	%rd53, %rd2, 9;
-	add.s64 	%rd54, %rd7, %rd53;
-	mul.wide.s32 	%rd55, %r2, 4;
-	add.s64 	%rd31, %rd54, %rd55;
-	mul.wide.s32 	%rd56, %r124, 4;
-	add.s64 	%rd32, %rd54, %rd56;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	// begin inline asm
-	mov.u32 %r55, 0x0;
-	mov.u32 %r56, 0x0;
-	mov.u32 %r57, 0x0;
-	mov.u32 %r58, 0x0;
-	@%p21 ld.global.L1::evict_last.v4.b32 { %r55, %r56, %r57, %r58 }, [ %rd31 + 0 ];
-	@!%p21 mov.u32 %r55, %r29;
-	@!%p21 mov.u32 %r56, %r29;
-	@!%p21 mov.u32 %r57, %r29;
-	@!%p21 mov.u32 %r58, %r29;
-	// end inline asm
-	// begin inline asm
-	mov.u32 %r63, 0x0;
-	mov.u32 %r64, 0x0;
-	mov.u32 %r65, 0x0;
-	mov.u32 %r66, 0x0;
-	@%p21 ld.global.L1::evict_last.v4.b32 { %r63, %r64, %r65, %r66 }, [ %rd32 + 0 ];
-	@!%p21 mov.u32 %r63, %r29;
-	@!%p21 mov.u32 %r64, %r29;
-	@!%p21 mov.u32 %r65, %r29;
-	@!%p21 mov.u32 %r66, %r29;
-	// end inline asm
-	.loc	1 43 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:36
-	or.b32  	%r125, %r3, 64;
-	.loc	1 43 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:46
-	add.s32 	%r126, %r125, %r2;
-	.loc	1 43 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:31
-	mul.wide.s32 	%rd57, %r126, 2;
-	add.s64 	%rd33, %rd6, %rd57;
-	.loc	1 43 52                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:52
-	// begin inline asm
-	mov.u32 %r71, 0x0;
-	mov.u32 %r72, 0x0;
-	mov.u32 %r73, 0x0;
-	mov.u32 %r74, 0x0;
-	@%p21 ld.global.L1::evict_last.v4.b32 { %r71, %r72, %r73, %r74 }, [ %rd33 + 0 ];
-	@!%p21 mov.u32 %r71, %r29;
-	@!%p21 mov.u32 %r72, %r29;
-	@!%p21 mov.u32 %r73, %r29;
-	@!%p21 mov.u32 %r74, %r29;
-	// end inline asm
-	mov.b32 	{%rs33, %rs34}, %r71;
-	mov.b32 	{%rs35, %rs36}, %r72;
-	mov.b32 	{%rs37, %rs38}, %r73;
-	mov.b32 	{%rs39, %rs40}, %r74;
-	.loc	1 45 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:31
-	add.s64 	%rd34, %rd31, 256;
-	add.s64 	%rd35, %rd32, 256;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	// begin inline asm
-	mov.u32 %r87, 0x0;
-	mov.u32 %r88, 0x0;
-	mov.u32 %r89, 0x0;
-	mov.u32 %r90, 0x0;
-	@%p21 ld.global.L1::evict_last.v4.b32 { %r87, %r88, %r89, %r90 }, [ %rd34 + 0 ];
-	@!%p21 mov.u32 %r87, %r29;
-	@!%p21 mov.u32 %r88, %r29;
-	@!%p21 mov.u32 %r89, %r29;
-	@!%p21 mov.u32 %r90, %r29;
-	// end inline asm
-	// begin inline asm
-	mov.u32 %r95, 0x0;
-	mov.u32 %r96, 0x0;
-	mov.u32 %r97, 0x0;
-	mov.u32 %r98, 0x0;
-	@%p21 ld.global.L1::evict_last.v4.b32 { %r95, %r96, %r97, %r98 }, [ %rd35 + 0 ];
-	@!%p21 mov.u32 %r95, %r29;
-	@!%p21 mov.u32 %r96, %r29;
-	@!%p21 mov.u32 %r97, %r29;
-	@!%p21 mov.u32 %r98, %r29;
-	// end inline asm
-	.loc	1 53 54                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:54
-	add.s32 	%r20, %r2, -64;
-	.loc	1 53 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:46
-	add.s32 	%r131, %r125, %r20;
-	.loc	1 53 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:31
-	mul.wide.s32 	%rd58, %r131, 2;
-	add.s64 	%rd36, %rd6, %rd58;
-	.loc	1 53 60                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:60
-	// begin inline asm
-	mov.u32 %r103, 0x0;
-	mov.u32 %r104, 0x0;
-	mov.u32 %r105, 0x0;
-	mov.u32 %r106, 0x0;
-	@%p22 ld.global.L1::evict_last.v4.b32 { %r103, %r104, %r105, %r106 }, [ %rd36 + 0 ];
-	@!%p22 mov.u32 %r103, %r29;
-	@!%p22 mov.u32 %r104, %r29;
-	@!%p22 mov.u32 %r105, %r29;
-	@!%p22 mov.u32 %r106, %r29;
-	// end inline asm
-	mov.b32 	{%rs41, %rs42}, %r103;
-	mov.b32 	{%rs43, %rs44}, %r104;
-	mov.b32 	{%rs45, %rs46}, %r105;
-	mov.b32 	{%rs47, %rs48}, %r106;
-	.loc	1 55 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:55:36
-	// begin inline asm
-	mov.u64 %rd37, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd37 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd37, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd39, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd39 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd39, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd41, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd41 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd41, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd43, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd43 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd43, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd45, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd45 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd45, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd47, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd47 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd47, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd49, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd49 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd49, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd51, 0x0;
-	@%p22 ld.global.L1::evict_last.b64 { %rd51 }, [ %rd25 + 0 ];
-	@!%p22 mov.u64 %rd51, 0x0;
-	// end inline asm
-	.loc	1 59 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:59:35
-	shr.u64 	%rd59, %rd37, 48;
-	and.b64  	%rd60, %rd59, 32768;
-	add.s64 	%rd5, %rd60, %rd37;
-	.loc	1 60 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:65
-	setp.lt.u64 	%p71, %rd5, 32768;
-	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
-	or.pred  	%p72, %p21, %p71;
-	@%p72 bra 	$L__BB0_4;
-	bra.uni 	$L__BB0_3;
-$L__BB0_4:
-	.loc	1 0 120                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:120
-	ld.param.u64 	%rd8, [triton_poi_fused__to_copy_cat_0_param_3];
-	// begin inline asm
-	cvt.f32.bf16 %r30, %rs9;
-	// end inline asm
-	mov.b32 	%f1, %r30;
-	// begin inline asm
-	cvt.f32.bf16 %r31, %rs10;
-	// end inline asm
-	mov.b32 	%f2, %r31;
-	// begin inline asm
-	cvt.f32.bf16 %r32, %rs11;
-	// end inline asm
-	mov.b32 	%f3, %r32;
-	// begin inline asm
-	cvt.f32.bf16 %r33, %rs12;
-	// end inline asm
-	mov.b32 	%f4, %r33;
-	// begin inline asm
-	cvt.f32.bf16 %r34, %rs13;
-	// end inline asm
-	mov.b32 	%f5, %r34;
-	// begin inline asm
-	cvt.f32.bf16 %r35, %rs14;
-	// end inline asm
-	mov.b32 	%f6, %r35;
-	// begin inline asm
-	cvt.f32.bf16 %r36, %rs15;
-	// end inline asm
-	mov.b32 	%f7, %r36;
-	// begin inline asm
-	cvt.f32.bf16 %r37, %rs16;
-	// end inline asm
-	mov.b32 	%f8, %r37;
-	cvt.s64.s32 	%rd3, %r2;
-	cvt.s64.s32 	%rd4, %r124;
-	// begin inline asm
-	cvt.f32.bf16 %r79, %rs33;
-	// end inline asm
-	mov.b32 	%f9, %r79;
-	// begin inline asm
-	cvt.f32.bf16 %r80, %rs34;
-	// end inline asm
-	mov.b32 	%f10, %r80;
-	// begin inline asm
-	cvt.f32.bf16 %r81, %rs35;
-	// end inline asm
-	mov.b32 	%f11, %r81;
-	// begin inline asm
-	cvt.f32.bf16 %r82, %rs36;
-	// end inline asm
-	mov.b32 	%f12, %r82;
-	// begin inline asm
-	cvt.f32.bf16 %r83, %rs37;
-	// end inline asm
-	mov.b32 	%f13, %r83;
-	// begin inline asm
-	cvt.f32.bf16 %r84, %rs38;
-	// end inline asm
-	mov.b32 	%f14, %r84;
-	// begin inline asm
-	cvt.f32.bf16 %r85, %rs39;
-	// end inline asm
-	mov.b32 	%f15, %r85;
-	// begin inline asm
-	cvt.f32.bf16 %r86, %rs40;
-	// end inline asm
-	mov.b32 	%f16, %r86;
-	// begin inline asm
-	cvt.f32.bf16 %r111, %rs41;
-	// end inline asm
-	mov.b32 	%f17, %r111;
-	// begin inline asm
-	cvt.f32.bf16 %r112, %rs42;
-	// end inline asm
-	mov.b32 	%f18, %r112;
-	// begin inline asm
-	cvt.f32.bf16 %r113, %rs43;
-	// end inline asm
-	mov.b32 	%f19, %r113;
-	// begin inline asm
-	cvt.f32.bf16 %r114, %rs44;
-	// end inline asm
-	mov.b32 	%f20, %r114;
-	// begin inline asm
-	cvt.f32.bf16 %r115, %rs45;
-	// end inline asm
-	mov.b32 	%f21, %r115;
-	// begin inline asm
-	cvt.f32.bf16 %r116, %rs46;
-	// end inline asm
-	mov.b32 	%f22, %r116;
-	// begin inline asm
-	cvt.f32.bf16 %r117, %rs47;
-	// end inline asm
-	mov.b32 	%f23, %r117;
-	// begin inline asm
-	cvt.f32.bf16 %r118, %rs48;
-	// end inline asm
-	mov.b32 	%f24, %r118;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f25, %r66;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f26, %r98;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f27, %f16, %f26;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f28, %f27;
-	fma.rn.f32 	%f29, %f8, %f25, %f28;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f30, %r65;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f31, %r97;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f32, %f15, %f31;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f33, %f32;
-	fma.rn.f32 	%f34, %f7, %f30, %f33;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f35, %r64;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f36, %r96;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f37, %f14, %f36;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f38, %f37;
-	fma.rn.f32 	%f39, %f6, %f35, %f38;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f40, %r63;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f41, %r95;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f42, %f13, %f41;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f43, %f42;
-	fma.rn.f32 	%f44, %f5, %f40, %f43;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f45, %r58;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f46, %r90;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f47, %f12, %f46;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f48, %f47;
-	fma.rn.f32 	%f49, %f4, %f45, %f48;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f50, %r57;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f51, %r89;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f52, %f11, %f51;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f53, %f52;
-	fma.rn.f32 	%f54, %f3, %f50, %f53;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f55, %r56;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f56, %r88;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f57, %f10, %f56;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f58, %f57;
-	fma.rn.f32 	%f59, %f2, %f55, %f58;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f60, %r55;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f61, %r87;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f62, %f9, %f61;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f63, %f62;
-	fma.rn.f32 	%f64, %f1, %f60, %f63;
-	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
-	bar.sync 	0;
-	.loc	1 61 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:31
-	shl.b64 	%rd67, %rd5, 9;
-	add.s64 	%rd68, %rd7, %rd67;
-	shl.b64 	%rd69, %rd3, 2;
-	add.s64 	%rd70, %rd68, %rd69;
-	add.s64 	%rd61, %rd70, -256;
-	shl.b64 	%rd71, %rd4, 2;
-	add.s64 	%rd72, %rd68, %rd71;
-	add.s64 	%rd62, %rd72, -256;
-	.loc	1 61 58                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:58
-	// begin inline asm
-	mov.u32 %r136, 0x0;
-	mov.u32 %r137, 0x0;
-	mov.u32 %r138, 0x0;
-	mov.u32 %r139, 0x0;
-	@%p22 ld.global.L1::evict_last.v4.b32 { %r136, %r137, %r138, %r139 }, [ %rd61 + 0 ];
-	@!%p22 mov.u32 %r136, %r29;
-	@!%p22 mov.u32 %r137, %r29;
-	@!%p22 mov.u32 %r138, %r29;
-	@!%p22 mov.u32 %r139, %r29;
-	// end inline asm
-	mov.b32 	%f65, %r136;
-	mov.b32 	%f66, %r137;
-	mov.b32 	%f67, %r138;
-	mov.b32 	%f68, %r139;
-	// begin inline asm
-	mov.u32 %r144, 0x0;
-	mov.u32 %r145, 0x0;
-	mov.u32 %r146, 0x0;
-	mov.u32 %r147, 0x0;
-	@%p22 ld.global.L1::evict_last.v4.b32 { %r144, %r145, %r146, %r147 }, [ %rd62 + 0 ];
-	@!%p22 mov.u32 %r144, %r29;
-	@!%p22 mov.u32 %r145, %r29;
-	@!%p22 mov.u32 %r146, %r29;
-	@!%p22 mov.u32 %r147, %r29;
-	// end inline asm
-	mov.b32 	%f69, %r144;
-	mov.b32 	%f70, %r145;
-	mov.b32 	%f71, %r146;
-	mov.b32 	%f72, %r147;
-	.loc	1 63 41                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:41
-	add.s32 	%r196, %r3, %r20;
-	.loc	1 63 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:31
-	mul.wide.s32 	%rd73, %r196, 2;
-	add.s64 	%rd63, %rd6, %rd73;
-	.loc	1 63 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:55
-	// begin inline asm
-	mov.u32 %r152, 0x0;
-	mov.u32 %r153, 0x0;
-	mov.u32 %r154, 0x0;
-	mov.u32 %r155, 0x0;
-	@%p22 ld.global.L1::evict_last.v4.b32 { %r152, %r153, %r154, %r155 }, [ %rd63 + 0 ];
-	@!%p22 mov.u32 %r152, %r29;
-	@!%p22 mov.u32 %r153, %r29;
-	@!%p22 mov.u32 %r154, %r29;
-	@!%p22 mov.u32 %r155, %r29;
-	// end inline asm
-	mov.b32 	{%rs65, %rs66}, %r152;
-	mov.b32 	{%rs67, %rs68}, %r153;
-	mov.b32 	{%rs69, %rs70}, %r154;
-	mov.b32 	{%rs71, %rs72}, %r155;
-	.loc	1 63 106                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:106
-	// begin inline asm
-	cvt.f32.bf16 %r160, %rs65;
-	// end inline asm
-	mov.b32 	%f73, %r160;
-	// begin inline asm
-	cvt.f32.bf16 %r161, %rs66;
-	// end inline asm
-	mov.b32 	%f74, %r161;
-	// begin inline asm
-	cvt.f32.bf16 %r162, %rs67;
-	// end inline asm
-	mov.b32 	%f75, %r162;
-	// begin inline asm
-	cvt.f32.bf16 %r163, %rs68;
-	// end inline asm
-	mov.b32 	%f76, %r163;
-	// begin inline asm
-	cvt.f32.bf16 %r164, %rs69;
-	// end inline asm
-	mov.b32 	%f77, %r164;
-	// begin inline asm
-	cvt.f32.bf16 %r165, %rs70;
-	// end inline asm
-	mov.b32 	%f78, %r165;
-	// begin inline asm
-	cvt.f32.bf16 %r166, %rs71;
-	// end inline asm
-	mov.b32 	%f79, %r166;
-	// begin inline asm
-	cvt.f32.bf16 %r167, %rs72;
-	// end inline asm
-	mov.b32 	%f80, %r167;
-	.loc	1 65 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:65:31
-	add.s64 	%rd74, %rd68, 256;
-	add.s64 	%rd75, %rd74, %rd69;
-	add.s64 	%rd64, %rd75, -256;
-	add.s64 	%rd76, %rd74, %rd71;
-	add.s64 	%rd65, %rd76, -256;
-	.loc	1 65 63                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:65:63
-	// begin inline asm
-	mov.u32 %r168, 0x0;
-	mov.u32 %r169, 0x0;
-	mov.u32 %r170, 0x0;
-	mov.u32 %r171, 0x0;
-	@%p22 ld.global.L1::evict_last.v4.b32 { %r168, %r169, %r170, %r171 }, [ %rd64 + 0 ];
-	@!%p22 mov.u32 %r168, %r29;
-	@!%p22 mov.u32 %r169, %r29;
-	@!%p22 mov.u32 %r170, %r29;
-	@!%p22 mov.u32 %r171, %r29;
-	// end inline asm
-	mov.b32 	%f81, %r168;
-	mov.b32 	%f82, %r169;
-	mov.b32 	%f83, %r170;
-	mov.b32 	%f84, %r171;
-	// begin inline asm
-	mov.u32 %r176, 0x0;
-	mov.u32 %r177, 0x0;
-	mov.u32 %r178, 0x0;
-	mov.u32 %r179, 0x0;
-	@%p22 ld.global.L1::evict_last.v4.b32 { %r176, %r177, %r178, %r179 }, [ %rd65 + 0 ];
-	@!%p22 mov.u32 %r176, %r29;
-	@!%p22 mov.u32 %r177, %r29;
-	@!%p22 mov.u32 %r178, %r29;
-	@!%p22 mov.u32 %r179, %r29;
-	// end inline asm
-	mov.b32 	%f85, %r176;
-	mov.b32 	%f86, %r177;
-	mov.b32 	%f87, %r178;
-	mov.b32 	%f88, %r179;
-	.loc	1 66 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:66:20
-	mul.f32 	%f89, %f73, %f81;
-	mul.f32 	%f90, %f74, %f82;
-	mul.f32 	%f91, %f75, %f83;
-	mul.f32 	%f92, %f76, %f84;
-	mul.f32 	%f93, %f77, %f85;
-	mul.f32 	%f94, %f78, %f86;
-	mul.f32 	%f95, %f79, %f87;
-	mul.f32 	%f96, %f80, %f88;
-	.loc	1 67 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:67:20
-	fma.rn.f32 	%f97, %f17, %f65, %f89;
-	fma.rn.f32 	%f98, %f18, %f66, %f90;
-	fma.rn.f32 	%f99, %f19, %f67, %f91;
-	fma.rn.f32 	%f100, %f20, %f68, %f92;
-	fma.rn.f32 	%f101, %f21, %f69, %f93;
-	fma.rn.f32 	%f102, %f22, %f70, %f94;
-	fma.rn.f32 	%f103, %f23, %f71, %f95;
-	fma.rn.f32 	%f104, %f24, %f72, %f96;
-	.loc	1 0 0                           // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:0
-	selp.f32 	%f105, %f64, %f97, %p21;
-	selp.f32 	%f106, %f59, %f98, %p21;
-	selp.f32 	%f107, %f54, %f99, %p21;
-	selp.f32 	%f108, %f49, %f100, %p21;
-	selp.f32 	%f109, %f44, %f101, %p21;
-	selp.f32 	%f110, %f39, %f102, %p21;
-	selp.f32 	%f111, %f34, %f103, %p21;
-	selp.f32 	%f112, %f29, %f104, %p21;
-	.loc	1 72 25                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:25
-	add.s64 	%rd66, %rd8, %rd27;
-	.loc	1 72 37                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:37
-	mov.b32 	%r184, %f105;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs57, %r184;
-	// end inline asm
-	mov.b32 	%r185, %f106;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs58, %r185;
-	// end inline asm
-	mov.b32 	%r186, %f107;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs59, %r186;
-	// end inline asm
-	mov.b32 	%r187, %f108;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs60, %r187;
-	// end inline asm
-	mov.b32 	%r188, %f109;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs61, %r188;
-	// end inline asm
-	mov.b32 	%r189, %f110;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs62, %r189;
-	// end inline asm
-	mov.b32 	%r190, %f111;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs63, %r190;
-	// end inline asm
-	mov.b32 	%r191, %f112;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs64, %r191;
-	// end inline asm
-	mov.b32 	%r201, {%rs57, %rs58};
-	mov.b32 	%r202, {%rs59, %rs60};
-	mov.b32 	%r203, {%rs61, %rs62};
-	mov.b32 	%r204, {%rs63, %rs64};
-	mov.pred 	%p98, -1;
-	// begin inline asm
-	@%p98 st.global.v4.b32 [ %rd66 + 0 ], { %r201, %r202, %r203, %r204 };
-	// end inline asm
-	.loc	1 72 4                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:4
-	ret;
-$L__BB0_1:
-	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
-	mov.u64 	%rd84, assertMessage_0;
-	cvta.global.u64 	%rd85, %rd84;
-	mov.u64 	%rd86, assertFile_0;
-	cvta.global.u64 	%rd87, %rd86;
-	mov.u64 	%rd88, assertFunc_0;
-	cvta.global.u64 	%rd89, %rd88;
-	{ // callseq 1, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd85;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd87;
-	.param .b32 param2;
-	st.param.b32 	[param2], 40;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd89;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 1
-	trap;
-$L__BB0_3:
-	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
-	mov.u64 	%rd78, assertMessage_1;
-	cvta.global.u64 	%rd79, %rd78;
-	mov.u64 	%rd80, assertFile_1;
-	cvta.global.u64 	%rd81, %rd80;
-	mov.u64 	%rd82, assertFunc_1;
-	cvta.global.u64 	%rd83, %rd82;
-	{ // callseq 0, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd79;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd81;
-	.param .b32 param2;
-	st.param.b32 	[param2], 60;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd83;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 0
-	trap;
-$L__tmp1:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 0                                   // DW_CHILDREN_no
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 125                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 55
-.b8 98
-.b8 120
-.b8 122
-.b8 106
-.b8 51
-.b8 105
-.b8 102
-.b8 112
-.b8 105
-.b8 98
-.b8 113
-.b8 111
-.b8 53
-.b8 122
-.b8 114
-.b8 113
-.b8 99
-.b8 55
-.b8 100
-.b8 54
-.b8 118
-.b8 102
-.b8 117
-.b8 119
-.b8 55
-.b8 106
-.b8 51
-.b8 101
-.b8 99
-.b8 119
-.b8 109
-.b8 111
-.b8 119
-.b8 97
-.b8 111
-.b8 119
-.b8 102
-.b8 119
-.b8 53
-.b8 120
-.b8 100
-.b8 112
-.b8 106
-.b8 55
-.b8 114
-.b8 101
-.b8 50
-.b8 53
-.b8 55
-.b8 106
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
-.b8 116
-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
-.b8 105
-.b8 110
-.b8 100
-.b8 117
-.b8 99
-.b8 116
-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 55
-.b8 98
-.b8 0
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir
deleted file mode 100644
index dcb7bfb..0000000
--- a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttgir
+++ /dev/null
@@ -1,181 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [8], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<64> : tensor<1024xi64, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<0.000000e+00> : tensor<1024xf32, #blocked> loc(#loc1)
-    %cst_1 = arith.constant dense<128> : tensor<1024xi64, #blocked> loc(#loc1)
-    %cst_2 = arith.constant dense<0> : tensor<1024xi64, #blocked> loc(#loc1)
-    %cst_3 = arith.constant dense<32768> : tensor<1024xi64, #blocked> loc(#loc1)
-    %cst_4 = arith.constant dense<0.000000e+00> : tensor<1024xbf16, #blocked> loc(#loc1)
-    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
-    %cst_5 = arith.constant dense<true> : tensor<1024xi1, #blocked> loc(#loc1)
-    %cst_6 = arith.constant dense<128> : tensor<1024xi32, #blocked> loc(#loc1)
-    %cst_7 = arith.constant dense<3584> : tensor<1024xi32, #blocked> loc(#loc1)
-    %cst_8 = arith.constant dense<64> : tensor<1024xi32, #blocked> loc(#loc1)
-    %cst_9 = arith.constant dense<-64> : tensor<1024xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32, #blocked> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<1024xi32, #blocked> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<1024xi32, #blocked> loc(#loc5)
-    %5 = arith.remsi %4, %cst_6 : tensor<1024xi32, #blocked> loc(#loc6)
-    %6 = arith.divsi %4, %cst_6 : tensor<1024xi32, #blocked> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<1024xi32, #blocked> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<1024xi32, #blocked> to tensor<1024xi64, #blocked> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst : tensor<1024xi64, #blocked> loc(#loc9)
-    %10 = arith.muli %6, %cst_6 : tensor<1024xi32, #blocked> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<1024xi32, #blocked> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc13)
-    %15 = arith.extf %14 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<1024x!tt.ptr<i64>, #blocked> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<1024x!tt.ptr<i64>, #blocked>, tensor<1024xi32, #blocked> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_2 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>, #blocked> loc(#loc16)
-    %19 = arith.addi %18, %cst_3 : tensor<1024xi64, #blocked> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_2 : tensor<1024xi64, #blocked> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<1024xi1, #blocked>, tensor<1024xi64, #blocked> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_2 : tensor<1024xi64, #blocked> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst_3 : tensor<1024xi64, #blocked> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<1024xi1, #blocked> loc(#loc22)
-    %25 = arith.xori %9, %cst_5 : tensor<1024xi1, #blocked> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<1024xi1, #blocked> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<1024xi1, #blocked> loc(#loc25)
-    %27 = arith.muli %21, %cst_1 : tensor<1024xi64, #blocked> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<1024xi64, #blocked> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<1024xf32, #blocked> loc(#loc30)
-    %33 = arith.addi %10, %cst_8 : tensor<1024xi32, #blocked> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<1024xi32, #blocked> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc34)
-    %37 = arith.extf %36 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc35)
-    %38 = arith.addi %27, %cst : tensor<1024xi64, #blocked> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<1024xi64, #blocked> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<1024xf32, #blocked> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<1024xf32, #blocked> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst : tensor<1024xi64, #blocked> loc(#loc42)
-    %45 = arith.addi %5, %cst_9 : tensor<1024xi32, #blocked> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<1024xi32, #blocked> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc46)
-    %49 = arith.extf %48 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_2 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>, #blocked> loc(#loc48)
-    %51 = arith.addi %50, %cst_3 : tensor<1024xi64, #blocked> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_2 : tensor<1024xi64, #blocked> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<1024xi1, #blocked>, tensor<1024xi64, #blocked> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_2 : tensor<1024xi64, #blocked> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst_3 : tensor<1024xi64, #blocked> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<1024xi1, #blocked> loc(#loc54)
-    %57 = arith.xori %44, %cst_5 : tensor<1024xi1, #blocked> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<1024xi1, #blocked> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<1024xi1, #blocked> loc(#loc57)
-    %59 = arith.muli %53, %cst_1 : tensor<1024xi64, #blocked> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<1024xi32, #blocked> to tensor<1024xi64, #blocked> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<1024xi64, #blocked> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<1024xf32, #blocked> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<1024xi32, #blocked> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_4 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc65)
-    %68 = arith.extf %67 : tensor<1024xbf16, #blocked> to tensor<1024xf32, #blocked> loc(#loc66)
-    %69 = arith.addi %59, %cst : tensor<1024xi64, #blocked> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<1024xi64, #blocked> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<1024x!tt.ptr<f32>, #blocked>, tensor<1024xi64, #blocked> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>, #blocked> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<1024xf32, #blocked> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<1024xf32, #blocked> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_0 : tensor<1024xi1, #blocked>, tensor<1024xf32, #blocked> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<1024xi1, #blocked>, tensor<1024xf32, #blocked> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<1024x!tt.ptr<bf16>, #blocked>, tensor<1024xi32, #blocked> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<1024xf32, #blocked> to tensor<1024xbf16, #blocked> loc(#loc77)
-    tt.store %78, %79 : tensor<1024x!tt.ptr<bf16>, #blocked> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
-#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
-#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
-#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
-#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
-#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir b/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir
deleted file mode 100644
index ad1205d..0000000
--- a/tmp/torchinductor_ljp/triton/0/DjwwkmR80jKr13rFNbwcAhgx5s69kLMCNJpGfywNo5k/triton_poi_fused__to_copy_cat_0.ttir
+++ /dev/null
@@ -1,180 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
-module {
-  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<32768> : tensor<1024xi64> loc(#loc1)
-    %cst_0 = arith.constant dense<0> : tensor<1024xi64> loc(#loc1)
-    %cst_1 = arith.constant dense<0.000000e+00> : tensor<1024xbf16> loc(#loc1)
-    %cst_2 = arith.constant dense<-64> : tensor<1024xi32> loc(#loc1)
-    %cst_3 = arith.constant dense<64> : tensor<1024xi32> loc(#loc1)
-    %cst_4 = arith.constant dense<128> : tensor<1024xi64> loc(#loc1)
-    %cst_5 = arith.constant dense<0.000000e+00> : tensor<1024xf32> loc(#loc1)
-    %cst_6 = arith.constant dense<64> : tensor<1024xi64> loc(#loc1)
-    %cst_7 = arith.constant dense<3584> : tensor<1024xi32> loc(#loc1)
-    %cst_8 = arith.constant dense<128> : tensor<1024xi32> loc(#loc1)
-    %cst_9 = arith.constant dense<true> : tensor<1024xi1> loc(#loc1)
-    %c1024_i32 = arith.constant 1024 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c1024_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 1024 : i32, start = 0 : i32} : tensor<1024xi32> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<1024xi32> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<1024xi32> loc(#loc5)
-    %5 = arith.remsi %4, %cst_8 : tensor<1024xi32> loc(#loc6)
-    %6 = arith.divsi %4, %cst_8 : tensor<1024xi32> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<1024xi32> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<1024xi32> to tensor<1024xi64> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst_6 : tensor<1024xi64> loc(#loc9)
-    %10 = arith.muli %6, %cst_8 : tensor<1024xi32> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<1024xi32> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc13)
-    %15 = arith.extf %14 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<1024x!tt.ptr<i64>> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<1024x!tt.ptr<i64>>, tensor<1024xi32> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>> loc(#loc16)
-    %19 = arith.addi %18, %cst : tensor<1024xi64> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_0 : tensor<1024xi64> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<1024xi1>, tensor<1024xi64> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_0 : tensor<1024xi64> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst : tensor<1024xi64> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<1024xi1> loc(#loc22)
-    %25 = arith.xori %9, %cst_9 : tensor<1024xi1> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<1024xi1> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<1024xi1> loc(#loc25)
-    %27 = arith.muli %21, %cst_4 : tensor<1024xi64> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<1024xi64> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<1024x!tt.ptr<f32>> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<1024xf32> loc(#loc30)
-    %33 = arith.addi %10, %cst_3 : tensor<1024xi32> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<1024xi32> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc34)
-    %37 = arith.extf %36 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc35)
-    %38 = arith.addi %27, %cst_6 : tensor<1024xi64> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<1024xi64> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<1024xf32> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<1024xf32> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst_6 : tensor<1024xi64> loc(#loc42)
-    %45 = arith.addi %5, %cst_2 : tensor<1024xi32> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<1024xi32> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc46)
-    %49 = arith.extf %48 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<1024x!tt.ptr<i64>> loc(#loc48)
-    %51 = arith.addi %50, %cst : tensor<1024xi64> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_0 : tensor<1024xi64> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<1024xi1>, tensor<1024xi64> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_0 : tensor<1024xi64> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst : tensor<1024xi64> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<1024xi1> loc(#loc54)
-    %57 = arith.xori %44, %cst_9 : tensor<1024xi1> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<1024xi1> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<1024xi1> loc(#loc57)
-    %59 = arith.muli %53, %cst_4 : tensor<1024xi64> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<1024xi32> to tensor<1024xi64> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<1024xi64> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<1024xf32> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<1024xi32> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<1024x!tt.ptr<bf16>> loc(#loc65)
-    %68 = arith.extf %67 : tensor<1024xbf16> to tensor<1024xf32> loc(#loc66)
-    %69 = arith.addi %59, %cst_6 : tensor<1024xi64> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<1024xi64> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<1024x!tt.ptr<f32>>, tensor<1024xi64> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<1024x!tt.ptr<f32>> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<1024xf32> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<1024xf32> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_5 : tensor<1024xi1>, tensor<1024xf32> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<1024xi1>, tensor<1024xf32> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1024x!tt.ptr<bf16>> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<1024x!tt.ptr<bf16>>, tensor<1024xi32> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<1024xf32> to tensor<1024xbf16> loc(#loc77)
-    tt.store %78, %79 : tensor<1024x!tt.ptr<bf16>> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
-#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
-#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
-#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
-#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
-#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/__grp__triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/__grp__triton_poi_fused_mul_silu_0.json
deleted file mode 100644
index c228e54..0000000
--- a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/__grp__triton_poi_fused_mul_silu_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"child_paths": {"triton_poi_fused_mul_silu_0.ttir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir", "triton_poi_fused_mul_silu_0.ttgir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir", "triton_poi_fused_mul_silu_0.llir": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir", "triton_poi_fused_mul_silu_0.ptx": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx", "triton_poi_fused_mul_silu_0.cubin": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.cubin", "triton_poi_fused_mul_silu_0.json": "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json"}}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.cubin b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.cubin
deleted file mode 100644
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diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json
deleted file mode 100644
index 82232ab..0000000
--- a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "2b712f85ee6ee00426294f7e2baedf32692f599f3ae4bd77125dd1f55266a7c8", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 8, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused_mul_silu_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir
deleted file mode 100644
index 3dabbbb..0000000
--- a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.llir
+++ /dev/null
@@ -1,107 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-p3:32:32-p4:32:32-p5:32:32-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-define void @triton_poi_fused_mul_silu_0(ptr addrspace(1) %0, ptr addrspace(1) %1, i32 %2) local_unnamed_addr !dbg !7 {
-  %4 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #1, !dbg !10
-  %5 = shl i32 %4, 9, !dbg !11
-  %6 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
-  %7 = shl i32 %6, 1, !dbg !12
-  %8 = and i32 %7, 510, !dbg !12
-  %9 = or disjoint i32 %5, %8, !dbg !13
-  %.frozen = freeze i32 %9, !dbg !14
-  %10 = sdiv i32 %.frozen, 18944, !dbg !14
-  %11 = mul i32 %10, 18944, !dbg !15
-  %.decomposed = sub i32 %.frozen, %11, !dbg !15
-  %12 = mul i32 %10, 37888, !dbg !16
-  %13 = add i32 %12, %.decomposed, !dbg !17
-  %14 = sext i32 %13 to i64, !dbg !18
-  %15 = getelementptr bfloat, ptr addrspace(1) %0, i64 %14, !dbg !18
-  %16 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.b32 { $0 }, [ $1 + 0 ];", "=r,l,b"(ptr addrspace(1) %15, i1 true) #1, !dbg !19
-  %17 = bitcast i32 %16 to <2 x bfloat>, !dbg !19
-  %18 = extractelement <2 x bfloat> %17, i64 0, !dbg !19
-  %19 = extractelement <2 x bfloat> %17, i64 1, !dbg !19
-  %20 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %18) #1, !dbg !20
-  %21 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %19) #1, !dbg !20
-  %22 = add i32 %13, 18944, !dbg !21
-  %23 = sext i32 %22 to i64, !dbg !22
-  %24 = getelementptr bfloat, ptr addrspace(1) %0, i64 %23, !dbg !22
-  %25 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.b32 { $0 }, [ $1 + 0 ];", "=r,l,b"(ptr addrspace(1) %24, i1 true) #1, !dbg !23
-  %26 = bitcast i32 %25 to <2 x bfloat>, !dbg !23
-  %27 = extractelement <2 x bfloat> %26, i64 0, !dbg !23
-  %28 = extractelement <2 x bfloat> %26, i64 1, !dbg !23
-  %29 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %27) #1, !dbg !24
-  %30 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %28) #1, !dbg !24
-  %31 = fsub float 0.000000e+00, %20, !dbg !25
-  %32 = fsub float 0.000000e+00, %21, !dbg !25
-  %33 = fmul float %31, 0x3FF7154760000000, !dbg !29
-  %34 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %33) #1, !dbg !29
-  %35 = fmul float %32, 0x3FF7154760000000, !dbg !29
-  %36 = tail call float asm "ex2.approx.f32 $0, $1;", "=f,f"(float %35) #1, !dbg !29
-  %37 = fadd float %34, 1.000000e+00, !dbg !30
-  %38 = fadd float %36, 1.000000e+00, !dbg !30
-  %39 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %37) #1, !dbg !31
-  %40 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float 1.000000e+00, float %38) #1, !dbg !31
-  %41 = fmul float %20, %39, !dbg !32
-  %42 = fmul float %21, %40, !dbg !32
-  %43 = fmul float %29, %41, !dbg !33
-  %44 = fmul float %30, %42, !dbg !33
-  %45 = sext i32 %9 to i64, !dbg !34
-  %46 = getelementptr bfloat, ptr addrspace(1) %1, i64 %45, !dbg !34
-  %47 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %43) #1, !dbg !35
-  %48 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %44) #1, !dbg !35
-  %49 = insertelement <2 x bfloat> poison, bfloat %47, i64 0, !dbg !35
-  %50 = insertelement <2 x bfloat> %49, bfloat %48, i64 1, !dbg !35
-  %51 = bitcast <2 x bfloat> %50 to i32, !dbg !35
-  tail call void asm sideeffect "@$2 st.global.b32 [ $1 + 0 ], { $0 };", "r,l,b"(i32 %51, ptr addrspace(1) %46, i1 true) #1, !dbg !35
-  ret void, !dbg !36
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
-
-attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #1 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu")
-!4 = !{ptr @triton_poi_fused_mul_silu_0, !"kernel", i32 1}
-!5 = !{ptr @triton_poi_fused_mul_silu_0, !"reqntidx", i32 256}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = distinct !DISubprogram(name: "triton_poi_fused_mul_silu_0", linkageName: "triton_poi_fused_mul_silu_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
-!9 = !{}
-!10 = !DILocation(line: 21, column: 28, scope: !7)
-!11 = !DILocation(line: 21, column: 33, scope: !7)
-!12 = !DILocation(line: 22, column: 36, scope: !7)
-!13 = !DILocation(line: 22, column: 23, scope: !7)
-!14 = !DILocation(line: 25, column: 19, scope: !7)
-!15 = !DILocation(line: 24, column: 19, scope: !7)
-!16 = !DILocation(line: 27, column: 41, scope: !7)
-!17 = !DILocation(line: 27, column: 35, scope: !7)
-!18 = !DILocation(line: 27, column: 30, scope: !7)
-!19 = !DILocation(line: 27, column: 46, scope: !7)
-!20 = !DILocation(line: 27, column: 55, scope: !7)
-!21 = !DILocation(line: 28, column: 43, scope: !7)
-!22 = !DILocation(line: 28, column: 30, scope: !7)
-!23 = !DILocation(line: 28, column: 54, scope: !7)
-!24 = !DILocation(line: 28, column: 63, scope: !7)
-!25 = !DILocation(line: 47, column: 30, scope: !26, inlinedAt: !28)
-!26 = distinct !DILexicalBlockFile(scope: !7, file: !27, discriminator: 0)
-!27 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
-!28 = !DILocation(line: 30, column: 22, scope: !7)
-!29 = !DILocation(line: 47, column: 29, scope: !26, inlinedAt: !28)
-!30 = !DILocation(line: 47, column: 20, scope: !26, inlinedAt: !28)
-!31 = !DILocation(line: 47, column: 16, scope: !26, inlinedAt: !28)
-!32 = !DILocation(line: 31, column: 18, scope: !7)
-!33 = !DILocation(line: 33, column: 18, scope: !7)
-!34 = !DILocation(line: 34, column: 25, scope: !7)
-!35 = !DILocation(line: 34, column: 36, scope: !7)
-!36 = !DILocation(line: 34, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx
deleted file mode 100644
index c8e3a13..0000000
--- a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ptx
+++ /dev/null
@@ -1,375 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_poi_fused_mul_silu_0 // -- Begin function triton_poi_fused_mul_silu_0
-                                        // @triton_poi_fused_mul_silu_0
-.visible .entry triton_poi_fused_mul_silu_0(
-	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_0,
-	.param .u64 .ptr .global .align 1 triton_poi_fused_mul_silu_0_param_1,
-	.param .u32 triton_poi_fused_mul_silu_0_param_2
-)
-.reqntid 256, 1, 1
-{
-	.reg .pred 	%p<4>;
-	.reg .b16 	%rs<13>;
-	.reg .b32 	%r<35>;
-	.reg .f32 	%f<20>;
-	.reg .b64 	%rd<9>;
-	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd4, [triton_poi_fused_mul_silu_0_param_0];
-	ld.param.u64 	%rd5, [triton_poi_fused_mul_silu_0_param_1];
-$L__tmp0:
-	.loc	1 21 28                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:28
-	// begin inline asm
-	mov.u32 %r1, %ctaid.x;
-	// end inline asm
-	.loc	1 21 33                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:21:33
-	shl.b32 	%r17, %r1, 9;
-	.loc	1 22 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:36
-	mov.u32 	%r18, %tid.x;
-	shl.b32 	%r19, %r18, 1;
-	and.b32  	%r20, %r19, 510;
-	.loc	1 22 23                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:22:23
-	or.b32  	%r21, %r17, %r20;
-	.loc	1 25 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:25:19
-	mul.hi.s32 	%r23, %r21, -580400985;
-	mad.lo.s32 	%r24, %r21, 1, %r23;
-	shr.u32 	%r25, %r24, 31;
-	shr.s32 	%r26, %r24, 14;
-	add.s32 	%r27, %r26, %r25;
-	.loc	1 24 19                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:24:19
-	mul.lo.s32 	%r28, %r27, 18944;
-	sub.s32 	%r29, %r21, %r28;
-	.loc	1 27 35                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:35
-	mad.lo.s32 	%r30, %r27, 37888, %r29;
-	.loc	1 27 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:30
-	mul.wide.s32 	%rd6, %r30, 2;
-	add.s64 	%rd1, %rd4, %rd6;
-	mov.pred 	%p1, -1;
-	.loc	1 27 46                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:46
-	// begin inline asm
-	mov.u32 %r2, 0x0;
-	@%p1 ld.global.b32 { %r2 }, [ %rd1 + 0 ];
-	// end inline asm
-	mov.b32 	{%rs7, %rs8}, %r2;
-	.loc	1 27 55                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:27:55
-	// begin inline asm
-	cvt.f32.bf16 %r3, %rs7;
-	// end inline asm
-	mov.b32 	%f5, %r3;
-	// begin inline asm
-	cvt.f32.bf16 %r4, %rs8;
-	// end inline asm
-	mov.b32 	%f6, %r4;
-	.loc	1 28 43                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:43
-	add.s32 	%r32, %r30, 18944;
-	.loc	1 28 30                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:30
-	mul.wide.s32 	%rd7, %r32, 2;
-	add.s64 	%rd2, %rd4, %rd7;
-	.loc	1 28 54                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:54
-	// begin inline asm
-	mov.u32 %r5, 0x0;
-	@%p1 ld.global.b32 { %r5 }, [ %rd2 + 0 ];
-	// end inline asm
-	mov.b32 	{%rs9, %rs10}, %r5;
-	.loc	1 28 63                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:28:63
-	// begin inline asm
-	cvt.f32.bf16 %r6, %rs9;
-	// end inline asm
-	mov.b32 	%f7, %r6;
-	// begin inline asm
-	cvt.f32.bf16 %r7, %rs10;
-	// end inline asm
-	mov.b32 	%f8, %r7;
-	mov.f32 	%f9, 0f00000000;
-$L__tmp1:
-	.loc	2 47 30                         // standard.py:47:30
-	sub.f32 	%f10, %f9, %f5;
-	sub.f32 	%f11, %f9, %f6;
-	.loc	2 47 29                         // standard.py:47:29
-	mul.f32 	%f2, %f10, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f1, %f2;
-	// end inline asm
-	mul.f32 	%f4, %f11, 0f3FB8AA3B;
-	// begin inline asm
-	ex2.approx.f32 %f3, %f4;
-	// end inline asm
-	.loc	2 47 20                         // standard.py:47:20
-	add.f32 	%f12, %f1, 0f3F800000;
-	add.f32 	%f13, %f3, 0f3F800000;
-	.loc	2 47 16                         // standard.py:47:16
-	mov.b32 	%r10, %f12;
-	mov.b32 	%r9, 1065353216;
-	// begin inline asm
-	div.full.f32 %r8, %r9, %r10;
-	// end inline asm
-	mov.b32 	%f14, %r8;
-	mov.b32 	%r13, %f13;
-	// begin inline asm
-	div.full.f32 %r11, %r9, %r13;
-	// end inline asm
-	mov.b32 	%f15, %r11;
-$L__tmp2:
-	.loc	1 31 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:31:18
-	mul.f32 	%f16, %f5, %f14;
-	mul.f32 	%f17, %f6, %f15;
-	.loc	1 33 18                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:33:18
-	mul.f32 	%f18, %f7, %f16;
-	mul.f32 	%f19, %f8, %f17;
-	.loc	1 34 25                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:25
-	mul.wide.s32 	%rd8, %r21, 2;
-	add.s64 	%rd3, %rd5, %rd8;
-	.loc	1 34 36                         // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:36
-	mov.b32 	%r14, %f18;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs5, %r14;
-	// end inline asm
-	mov.b32 	%r15, %f19;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs6, %r15;
-	// end inline asm
-	mov.b32 	%r34, {%rs5, %rs6};
-	// begin inline asm
-	@%p1 st.global.b32 [ %rd3 + 0 ], { %r34 };
-	// end inline asm
-	.loc	1 34 4                          // cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py:34:4
-	ret;
-$L__tmp3:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py"
-	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 1                                   // DW_CHILDREN_yes
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 2                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 0                                   // DW_CHILDREN_no
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 32                                  // DW_AT_inline
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 3                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 1                                   // DW_CHILDREN_yes
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 4                                   // Abbreviation Code
-.b8 29                                  // DW_TAG_inlined_subroutine
-.b8 0                                   // DW_CHILDREN_no
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 88                                  // DW_AT_call_file
-.b8 11                                  // DW_FORM_data1
-.b8 89                                  // DW_AT_call_line
-.b8 11                                  // DW_FORM_data1
-.b8 87                                  // DW_AT_call_column
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 202                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0xc3 DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 117
-.b8 117
-.b8 109
-.b8 109
-.b8 104
-.b8 112
-.b8 121
-.b8 105
-.b8 112
-.b8 106
-.b8 101
-.b8 112
-.b8 122
-.b8 104
-.b8 105
-.b8 103
-.b8 112
-.b8 98
-.b8 98
-.b8 52
-.b8 54
-.b8 118
-.b8 109
-.b8 54
-.b8 106
-.b8 103
-.b8 104
-.b8 107
-.b8 54
-.b8 119
-.b8 120
-.b8 100
-.b8 110
-.b8 109
-.b8 112
-.b8 117
-.b8 119
-.b8 116
-.b8 52
-.b8 51
-.b8 101
-.b8 107
-.b8 107
-.b8 119
-.b8 102
-.b8 121
-.b8 102
-.b8 52
-.b8 50
-.b8 53
-.b8 101
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
-.b8 116
-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
-.b8 105
-.b8 110
-.b8 100
-.b8 117
-.b8 99
-.b8 116
-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 117
-.b8 117
-.b8 0
-.b8 2                                   // Abbrev [2] 0x81:0x1e DW_TAG_subprogram
-.b8 116                                 // DW_AT_name
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 95
-.b8 112
-.b8 111
-.b8 105
-.b8 95
-.b8 102
-.b8 117
-.b8 115
-.b8 101
-.b8 100
-.b8 95
-.b8 109
-.b8 117
-.b8 108
-.b8 95
-.b8 115
-.b8 105
-.b8 108
-.b8 117
-.b8 95
-.b8 48
-.b8 0
-.b8 1                                   // DW_AT_inline
-.b8 3                                   // Abbrev [3] 0x9f:0x2e DW_TAG_subprogram
-.b64 $L__func_begin0                    // DW_AT_low_pc
-.b64 $L__func_end0                      // DW_AT_high_pc
-.b32 129                                // DW_AT_abstract_origin
-.b8 4                                   // Abbrev [4] 0xb4:0x18 DW_TAG_inlined_subroutine
-.b32 129                                // DW_AT_abstract_origin
-.b64 $L__tmp1                           // DW_AT_low_pc
-.b64 $L__tmp2                           // DW_AT_high_pc
-.b8 1                                   // DW_AT_call_file
-.b8 30                                  // DW_AT_call_line
-.b8 22                                  // DW_AT_call_column
-.b8 0                                   // End Of Children Mark
-.b8 0                                   // End Of Children Mark
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir
deleted file mode 100644
index 563c540..0000000
--- a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttgir
+++ /dev/null
@@ -1,71 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [2], threadsPerWarp = [32], warpsPerCTA = [8], order = [0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 8 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<1.000000e+00> : tensor<512xf32, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<0.000000e+00> : tensor<512xf32, #blocked> loc(#loc1)
-    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
-    %cst_1 = arith.constant dense<18944> : tensor<512xi32, #blocked> loc(#loc1)
-    %cst_2 = arith.constant dense<37888> : tensor<512xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32, #blocked> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<512xi32, #blocked> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<512xi32, #blocked> loc(#loc5)
-    %5 = arith.remsi %4, %cst_1 : tensor<512xi32, #blocked> loc(#loc6)
-    %6 = arith.divsi %4, %cst_1 : tensor<512xi32, #blocked> loc(#loc7)
-    %7 = arith.muli %6, %cst_2 : tensor<512xi32, #blocked> loc(#loc8)
-    %8 = arith.addi %5, %7 : tensor<512xi32, #blocked> loc(#loc9)
-    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc10)
-    %10 = tt.addptr %9, %8 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc10)
-    %11 = tt.load %10 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc11)
-    %12 = arith.extf %11 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc12)
-    %13 = arith.addi %5, %cst_1 : tensor<512xi32, #blocked> loc(#loc13)
-    %14 = arith.addi %13, %7 : tensor<512xi32, #blocked> loc(#loc14)
-    %15 = tt.addptr %9, %14 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc15)
-    %16 = tt.load %15 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc16)
-    %17 = arith.extf %16 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc17)
-    %18 = arith.subf %cst_0, %12 : tensor<512xf32, #blocked> loc(#loc28)
-    %19 = math.exp %18 : tensor<512xf32, #blocked> loc(#loc29)
-    %20 = arith.addf %19, %cst : tensor<512xf32, #blocked> loc(#loc30)
-    %21 = arith.divf %cst, %20 : tensor<512xf32, #blocked> loc(#loc31)
-    %22 = arith.mulf %12, %21 : tensor<512xf32, #blocked> loc(#loc23)
-    %23 = arith.mulf %22, %17 : tensor<512xf32, #blocked> loc(#loc24)
-    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc25)
-    %25 = tt.addptr %24, %4 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc25)
-    %26 = arith.truncf %23 : tensor<512xf32, #blocked> to tensor<512xbf16, #blocked> loc(#loc26)
-    tt.store %25, %26 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc26)
-    tt.return loc(#loc27)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
-#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
-#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
-#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
-#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
-#loc28 = loc(callsite(#loc18 at #loc19))
-#loc29 = loc(callsite(#loc20 at #loc19))
-#loc30 = loc(callsite(#loc21 at #loc19))
-#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir b/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir
deleted file mode 100644
index 9937848..0000000
--- a/tmp/torchinductor_ljp/triton/0/K3Evhe5u4AQmKU9-K67fMmkvWZ865L13El3R9VJmp8g/triton_poi_fused_mul_silu_0.ttir
+++ /dev/null
@@ -1,70 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)
-module {
-  tt.func public @triton_poi_fused_mul_silu_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0), %arg2: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<0.000000e+00> : tensor<512xf32> loc(#loc1)
-    %cst_0 = arith.constant dense<1.000000e+00> : tensor<512xf32> loc(#loc1)
-    %cst_1 = arith.constant dense<37888> : tensor<512xi32> loc(#loc1)
-    %cst_2 = arith.constant dense<18944> : tensor<512xi32> loc(#loc1)
-    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<512xi32> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<512xi32> loc(#loc5)
-    %5 = arith.remsi %4, %cst_2 : tensor<512xi32> loc(#loc6)
-    %6 = arith.divsi %4, %cst_2 : tensor<512xi32> loc(#loc7)
-    %7 = arith.muli %6, %cst_1 : tensor<512xi32> loc(#loc8)
-    %8 = arith.addi %5, %7 : tensor<512xi32> loc(#loc9)
-    %9 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc10)
-    %10 = tt.addptr %9, %8 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc10)
-    %11 = tt.load %10 : tensor<512x!tt.ptr<bf16>> loc(#loc11)
-    %12 = arith.extf %11 : tensor<512xbf16> to tensor<512xf32> loc(#loc12)
-    %13 = arith.addi %5, %cst_2 : tensor<512xi32> loc(#loc13)
-    %14 = arith.addi %13, %7 : tensor<512xi32> loc(#loc14)
-    %15 = tt.addptr %9, %14 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc15)
-    %16 = tt.load %15 : tensor<512x!tt.ptr<bf16>> loc(#loc16)
-    %17 = arith.extf %16 : tensor<512xbf16> to tensor<512xf32> loc(#loc17)
-    %18 = arith.subf %cst, %12 : tensor<512xf32> loc(#loc28)
-    %19 = math.exp %18 : tensor<512xf32> loc(#loc29)
-    %20 = arith.addf %19, %cst_0 : tensor<512xf32> loc(#loc30)
-    %21 = arith.divf %cst_0, %20 : tensor<512xf32> loc(#loc31)
-    %22 = arith.mulf %12, %21 : tensor<512xf32> loc(#loc23)
-    %23 = arith.mulf %22, %17 : tensor<512xf32> loc(#loc24)
-    %24 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc25)
-    %25 = tt.addptr %24, %4 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc25)
-    %26 = arith.truncf %23 : tensor<512xf32> to tensor<512xbf16> loc(#loc26)
-    tt.store %25, %26 : tensor<512x!tt.ptr<bf16>> loc(#loc26)
-    tt.return loc(#loc27)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:41)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:35)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:30)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:46)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":27:55)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:38)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:43)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:54)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":28:63)
-#loc18 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:30)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":30:22)
-#loc20 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:29)
-#loc21 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:20)
-#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":47:16)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":31:18)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":33:18)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:25)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:36)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py":34:4)
-#loc28 = loc(callsite(#loc18 at #loc19))
-#loc29 = loc(callsite(#loc20 at #loc19))
-#loc30 = loc(callsite(#loc21 at #loc19))
-#loc31 = loc(callsite(#loc22 at #loc19))
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
deleted file mode 100644
index 173d2c6..0000000
--- a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/__grp__triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
deleted file mode 100644
index 50d581e..0000000
--- a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "5c92e1e9b56b8b976fbca9eb26ec5bfd2404351690c8c883597fada1d1d7e0d2", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 16, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 64, "name": "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
deleted file mode 100644
index 1bc91a0..0000000
--- a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.llir
+++ /dev/null
@@ -1,430 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-@global_smem = external addrspace(3) global [0 x i8], align 16
-@.str = private unnamed_addr constant [11 x i8] c"__CUDA_FTZ\00", align 1
-
-define void @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, ptr addrspace(1) %4, i32 %5, i32 %6) local_unnamed_addr !dbg !7 {
-__nv_rsqrtf.exit:
-  %7 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #5, !dbg !10
-  %8 = icmp slt i32 %7, 64, !dbg !11
-  %9 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !12
-  %10 = and i32 %9, 31, !dbg !12
-  %11 = shl i32 %9, 2, !dbg !12
-  %12 = and i32 %11, 2044, !dbg !12
-  %13 = mul i32 %7, 3584, !dbg !13
-  %14 = zext nneg i32 %12 to i64, !dbg !14
-  %15 = add i32 %12, %13, !dbg !15
-  %16 = sext i32 %15 to i64, !dbg !16
-  %17 = getelementptr bfloat, ptr addrspace(1) %0, i64 %16, !dbg !16
-  %18 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %17, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !17
-  %19 = extractvalue { i32, i32 } %18, 0, !dbg !17
-  %20 = bitcast i32 %19 to <2 x bfloat>, !dbg !17
-  %21 = extractvalue { i32, i32 } %18, 1, !dbg !17
-  %22 = bitcast i32 %21 to <2 x bfloat>, !dbg !17
-  %23 = extractelement <2 x bfloat> %20, i64 0, !dbg !17
-  %24 = extractelement <2 x bfloat> %20, i64 1, !dbg !17
-  %25 = extractelement <2 x bfloat> %22, i64 0, !dbg !17
-  %26 = extractelement <2 x bfloat> %22, i64 1, !dbg !17
-  %27 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #5, !dbg !18
-  %28 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %24) #5, !dbg !18
-  %29 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %25) #5, !dbg !18
-  %30 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %26) #5, !dbg !18
-  %31 = getelementptr bfloat, ptr addrspace(1) %1, i64 %16, !dbg !19
-  %32 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %31, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !20
-  %33 = extractvalue { i32, i32 } %32, 0, !dbg !20
-  %34 = bitcast i32 %33 to <2 x bfloat>, !dbg !20
-  %35 = extractvalue { i32, i32 } %32, 1, !dbg !20
-  %36 = bitcast i32 %35 to <2 x bfloat>, !dbg !20
-  %37 = extractelement <2 x bfloat> %34, i64 0, !dbg !20
-  %38 = extractelement <2 x bfloat> %34, i64 1, !dbg !20
-  %39 = extractelement <2 x bfloat> %36, i64 0, !dbg !20
-  %40 = extractelement <2 x bfloat> %36, i64 1, !dbg !20
-  %41 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %37) #5, !dbg !21
-  %42 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %38) #5, !dbg !21
-  %43 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %39) #5, !dbg !21
-  %44 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %40) #5, !dbg !21
-  %45 = fadd float %29, %43, !dbg !22
-  %46 = fadd float %30, %44, !dbg !22
-  %47 = fmul float %45, %45, !dbg !23
-  %48 = fmul float %46, %46, !dbg !23
-  %49 = select i1 %8, float %47, float 0.000000e+00, !dbg !24
-  %50 = select i1 %8, float %48, float 0.000000e+00, !dbg !24
-  %51 = or disjoint i64 %14, 2048, !dbg !25
-  %52 = icmp samesign ult i64 %51, 3584, !dbg !26
-  %53 = trunc nuw nsw i64 %51 to i32, !dbg !15
-  %54 = add i32 %13, %53, !dbg !15
-  %55 = sext i32 %54 to i64, !dbg !16
-  %56 = getelementptr bfloat, ptr addrspace(1) %0, i64 %55, !dbg !16
-  %57 = and i1 %8, %52, !dbg !27
-  %58 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %56, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !17
-  %59 = extractvalue { i32, i32 } %58, 0, !dbg !17
-  %60 = bitcast i32 %59 to <2 x bfloat>, !dbg !17
-  %61 = extractvalue { i32, i32 } %58, 1, !dbg !17
-  %62 = bitcast i32 %61 to <2 x bfloat>, !dbg !17
-  %63 = extractelement <2 x bfloat> %60, i64 0, !dbg !17
-  %64 = extractelement <2 x bfloat> %60, i64 1, !dbg !17
-  %65 = extractelement <2 x bfloat> %62, i64 0, !dbg !17
-  %66 = extractelement <2 x bfloat> %62, i64 1, !dbg !17
-  %67 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %63) #5, !dbg !18
-  %68 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %64) #5, !dbg !18
-  %69 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %65) #5, !dbg !18
-  %70 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %66) #5, !dbg !18
-  %71 = getelementptr bfloat, ptr addrspace(1) %1, i64 %55, !dbg !19
-  %72 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %71, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !20
-  %73 = extractvalue { i32, i32 } %72, 0, !dbg !20
-  %74 = bitcast i32 %73 to <2 x bfloat>, !dbg !20
-  %75 = extractvalue { i32, i32 } %72, 1, !dbg !20
-  %76 = bitcast i32 %75 to <2 x bfloat>, !dbg !20
-  %77 = extractelement <2 x bfloat> %74, i64 0, !dbg !20
-  %78 = extractelement <2 x bfloat> %74, i64 1, !dbg !20
-  %79 = extractelement <2 x bfloat> %76, i64 0, !dbg !20
-  %80 = extractelement <2 x bfloat> %76, i64 1, !dbg !20
-  %81 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %77) #5, !dbg !21
-  %82 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %78) #5, !dbg !21
-  %83 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %79) #5, !dbg !21
-  %84 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %80) #5, !dbg !21
-  %85 = fadd float %69, %83, !dbg !22
-  %86 = fadd float %70, %84, !dbg !22
-  %87 = fmul float %85, %85, !dbg !23
-  %88 = fmul float %86, %86, !dbg !23
-  %89 = fadd float %49, %87, !dbg !28
-  %90 = fadd float %50, %88, !dbg !28
-  %91 = insertelement <2 x float> poison, float %27, i64 0, !dbg !22
-  %92 = insertelement <2 x float> %91, float %28, i64 1, !dbg !22
-  %93 = insertelement <2 x float> poison, float %41, i64 0, !dbg !22
-  %94 = insertelement <2 x float> %93, float %42, i64 1, !dbg !22
-  %95 = fadd <2 x float> %92, %94, !dbg !22
-  %96 = fmul <2 x float> %95, %95, !dbg !23
-  %97 = insertelement <2 x i1> poison, i1 %8, i64 0, !dbg !24
-  %98 = shufflevector <2 x i1> %97, <2 x i1> poison, <2 x i32> zeroinitializer, !dbg !24
-  %99 = select <2 x i1> %98, <2 x float> %96, <2 x float> zeroinitializer, !dbg !24
-  %100 = insertelement <2 x float> poison, float %67, i64 0, !dbg !22
-  %101 = insertelement <2 x float> %100, float %68, i64 1, !dbg !22
-  %102 = insertelement <2 x float> poison, float %81, i64 0, !dbg !22
-  %103 = insertelement <2 x float> %102, float %82, i64 1, !dbg !22
-  %104 = fadd <2 x float> %101, %103, !dbg !22
-  %105 = fmul <2 x float> %104, %104, !dbg !23
-  %106 = fadd <2 x float> %99, %105, !dbg !28
-  %107 = insertelement <2 x i1> poison, i1 %57, i64 0, !dbg !24
-  %108 = shufflevector <2 x i1> %107, <2 x i1> poison, <2 x i32> zeroinitializer, !dbg !24
-  %109 = select <2 x i1> %108, <2 x float> %106, <2 x float> %99, !dbg !24
-  %110 = select i1 %57, float %89, float %49, !dbg !24
-  %111 = select i1 %57, float %90, float %50, !dbg !24
-  %112 = lshr i32 %9, 5, !dbg !12
-  %shift = shufflevector <2 x float> %109, <2 x float> poison, <2 x i32> <i32 1, i32 poison>, !dbg !29
-  %113 = fadd <2 x float> %109, %shift, !dbg !29
-  %114 = extractelement <2 x float> %113, i64 0, !dbg !29
-  %115 = fadd float %110, %114, !dbg !29
-  %116 = fadd float %111, %115, !dbg !29
-  %117 = bitcast float %116 to i32, !dbg !34
-  %118 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %117, i32 16, i32 31), !dbg !34
-  %119 = bitcast i32 %118 to float, !dbg !34
-  %120 = fadd float %116, %119, !dbg !29
-  %121 = bitcast float %120 to i32, !dbg !34
-  %122 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %121, i32 8, i32 31), !dbg !34
-  %123 = bitcast i32 %122 to float, !dbg !34
-  %124 = fadd float %120, %123, !dbg !29
-  %125 = bitcast float %124 to i32, !dbg !34
-  %126 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %125, i32 4, i32 31), !dbg !34
-  %127 = bitcast i32 %126 to float, !dbg !34
-  %128 = fadd float %124, %127, !dbg !29
-  %129 = bitcast float %128 to i32, !dbg !34
-  %130 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %129, i32 2, i32 31), !dbg !34
-  %131 = bitcast i32 %130 to float, !dbg !34
-  %132 = fadd float %128, %131, !dbg !29
-  %133 = bitcast float %132 to i32, !dbg !34
-  %134 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %133, i32 1, i32 31), !dbg !34
-  %135 = bitcast i32 %134 to float, !dbg !34
-  %136 = fadd float %132, %135, !dbg !29
-  %137 = icmp eq i32 %10, 0, !dbg !34
-  %138 = and i32 %112, 15, !dbg !34
-  %139 = zext nneg i32 %138 to i64, !dbg !34
-  %140 = getelementptr float, ptr addrspace(3) @global_smem, i64 %139, !dbg !34
-  %141 = bitcast float %136 to <1 x i32>, !dbg !34
-  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %140, <1 x i32> %141, i1 %137) #5, !dbg !34
-  tail call void @llvm.nvvm.barrier0(), !dbg !34
-  %142 = icmp slt i32 %9, 16, !dbg !34
-  %143 = sext i32 %9 to i64, !dbg !34
-  %144 = getelementptr float, ptr addrspace(3) @global_smem, i64 %143, !dbg !34
-  %145 = tail call i32 asm sideeffect "@$2 ld.shared.b32 $0, [ $1 + 0 ];", "=r,r,b"(ptr addrspace(3) %144, i1 %142) #5, !dbg !34
-  %146 = bitcast i32 %145 to float, !dbg !34
-  %147 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %145, i32 8, i32 31), !dbg !34
-  %148 = bitcast i32 %147 to float, !dbg !34
-  %149 = fadd float %146, %148, !dbg !29
-  %150 = bitcast float %149 to i32, !dbg !34
-  %151 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %150, i32 4, i32 31), !dbg !34
-  %152 = bitcast i32 %151 to float, !dbg !34
-  %153 = fadd float %149, %152, !dbg !29
-  %154 = bitcast float %153 to i32, !dbg !34
-  %155 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %154, i32 2, i32 31), !dbg !34
-  %156 = bitcast i32 %155 to float, !dbg !34
-  %157 = fadd float %153, %156, !dbg !29
-  %158 = bitcast float %157 to i32, !dbg !34
-  %159 = tail call i32 @llvm.nvvm.shfl.sync.bfly.i32(i32 -1, i32 %158, i32 1, i32 31), !dbg !34
-  %160 = bitcast i32 %159 to float, !dbg !34
-  %161 = fadd float %157, %160, !dbg !29
-  %162 = and i32 %9, 15, !dbg !34
-  %163 = icmp eq i32 %162, 0, !dbg !34
-  %164 = and i1 %142, %163, !dbg !34
-  %165 = bitcast float %161 to <1 x i32>, !dbg !34
-  tail call void asm sideeffect "@$2 st.shared.b32 [ $0 + 0 ], $1;", "r,r,b"(ptr addrspace(3) %144, <1 x i32> %165, i1 %164) #5, !dbg !34
-  tail call void @llvm.nvvm.barrier0(), !dbg !34
-  %166 = load float, ptr addrspace(3) @global_smem, align 16, !dbg !34
-  %167 = tail call float asm "div.full.f32 $0, $1, $2;", "=r,r,r"(float %166, float 3.584000e+03) #5, !dbg !35
-  %168 = fadd float %167, 0x3EB0C6F7A0000000, !dbg !36
-  %169 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
-  %170 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
-  %171 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
-  %172 = tail call i32 @__nvvm_reflect(ptr nonnull @.str) #5, !dbg !37
-  %.not.i8 = icmp eq i32 %172, 0, !dbg !37
-  br i1 %.not.i8, label %175, label %173, !dbg !37
-
-173:                                              ; preds = %__nv_rsqrtf.exit
-  %174 = tail call float @llvm.nvvm.rsqrt.approx.ftz.f(float %168), !dbg !37
-  br label %__nv_rsqrtf.exit10, !dbg !37
-
-175:                                              ; preds = %__nv_rsqrtf.exit
-  %176 = tail call float @llvm.nvvm.rsqrt.approx.f(float %168), !dbg !37
-  br label %__nv_rsqrtf.exit10, !dbg !37
-
-__nv_rsqrtf.exit10:                               ; preds = %173, %175
-  %.0.i9 = phi float [ %174, %173 ], [ %176, %175 ], !dbg !37
-  %177 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %17, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !38
-  %178 = extractvalue { i32, i32 } %177, 0, !dbg !38
-  %179 = bitcast i32 %178 to <2 x bfloat>, !dbg !38
-  %180 = extractvalue { i32, i32 } %177, 1, !dbg !38
-  %181 = bitcast i32 %180 to <2 x bfloat>, !dbg !38
-  %182 = extractelement <2 x bfloat> %179, i64 0, !dbg !38
-  %183 = extractelement <2 x bfloat> %179, i64 1, !dbg !38
-  %184 = extractelement <2 x bfloat> %181, i64 0, !dbg !38
-  %185 = extractelement <2 x bfloat> %181, i64 1, !dbg !38
-  %186 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %182) #5, !dbg !39
-  %187 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %183) #5, !dbg !39
-  %188 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %184) #5, !dbg !39
-  %189 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %185) #5, !dbg !39
-  %190 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %31, i1 %8, i32 0, i1 %8, i32 0, i1 %8) #5, !dbg !40
-  %191 = extractvalue { i32, i32 } %190, 0, !dbg !40
-  %192 = bitcast i32 %191 to <2 x bfloat>, !dbg !40
-  %193 = extractvalue { i32, i32 } %190, 1, !dbg !40
-  %194 = bitcast i32 %193 to <2 x bfloat>, !dbg !40
-  %195 = extractelement <2 x bfloat> %192, i64 0, !dbg !40
-  %196 = extractelement <2 x bfloat> %192, i64 1, !dbg !40
-  %197 = extractelement <2 x bfloat> %194, i64 0, !dbg !40
-  %198 = extractelement <2 x bfloat> %194, i64 1, !dbg !40
-  %199 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %195) #5, !dbg !41
-  %200 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %196) #5, !dbg !41
-  %201 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %197) #5, !dbg !41
-  %202 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %198) #5, !dbg !41
-  %203 = getelementptr bfloat, ptr addrspace(1) %2, i64 %14, !dbg !42
-  %204 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %203, i1 true, i32 0, i1 true, i32 0, i1 true) #5, !dbg !43
-  %205 = extractvalue { i32, i32 } %204, 0, !dbg !43
-  %206 = bitcast i32 %205 to <2 x bfloat>, !dbg !43
-  %207 = extractvalue { i32, i32 } %204, 1, !dbg !43
-  %208 = bitcast i32 %207 to <2 x bfloat>, !dbg !43
-  %209 = extractelement <2 x bfloat> %206, i64 0, !dbg !43
-  %210 = extractelement <2 x bfloat> %206, i64 1, !dbg !43
-  %211 = extractelement <2 x bfloat> %208, i64 0, !dbg !43
-  %212 = extractelement <2 x bfloat> %208, i64 1, !dbg !43
-  %213 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %209) #5, !dbg !44
-  %214 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %210) #5, !dbg !44
-  %215 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %211) #5, !dbg !44
-  %216 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %212) #5, !dbg !44
-  %217 = fadd float %186, %199, !dbg !45
-  %218 = fadd float %187, %200, !dbg !45
-  %219 = fadd float %188, %201, !dbg !45
-  %220 = fadd float %189, %202, !dbg !45
-  %221 = fmul float %.0.i9, %217, !dbg !46
-  %222 = fmul float %.0.i9, %218, !dbg !46
-  %223 = fmul float %.0.i9, %219, !dbg !46
-  %224 = fmul float %.0.i9, %220, !dbg !46
-  %225 = fmul float %221, %213, !dbg !47
-  %226 = fmul float %222, %214, !dbg !47
-  %227 = fmul float %223, %215, !dbg !47
-  %228 = fmul float %224, %216, !dbg !47
-  %229 = getelementptr bfloat, ptr addrspace(1) %3, i64 %16, !dbg !48
-  %230 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %225) #5, !dbg !49
-  %231 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %226) #5, !dbg !49
-  %232 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %227) #5, !dbg !49
-  %233 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %228) #5, !dbg !49
-  %234 = insertelement <2 x bfloat> poison, bfloat %230, i64 0, !dbg !49
-  %235 = insertelement <2 x bfloat> %234, bfloat %231, i64 1, !dbg !49
-  %236 = bitcast <2 x bfloat> %235 to i32, !dbg !49
-  %237 = insertelement <2 x bfloat> poison, bfloat %232, i64 0, !dbg !49
-  %238 = insertelement <2 x bfloat> %237, bfloat %233, i64 1, !dbg !49
-  %239 = bitcast <2 x bfloat> %238 to i32, !dbg !49
-  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %236, i32 %239, ptr addrspace(1) %229, i1 %8) #5, !dbg !49
-  %240 = getelementptr bfloat, ptr addrspace(1) %4, i64 %16, !dbg !50
-  %241 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %217) #5, !dbg !51
-  %242 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %218) #5, !dbg !51
-  %243 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %219) #5, !dbg !51
-  %244 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %220) #5, !dbg !51
-  %245 = insertelement <2 x bfloat> poison, bfloat %241, i64 0, !dbg !51
-  %246 = insertelement <2 x bfloat> %245, bfloat %242, i64 1, !dbg !51
-  %247 = bitcast <2 x bfloat> %246 to i32, !dbg !51
-  %248 = insertelement <2 x bfloat> poison, bfloat %243, i64 0, !dbg !51
-  %249 = insertelement <2 x bfloat> %248, bfloat %244, i64 1, !dbg !51
-  %250 = bitcast <2 x bfloat> %249 to i32, !dbg !51
-  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %247, i32 %250, ptr addrspace(1) %240, i1 %8) #5, !dbg !51
-  %251 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %56, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !38
-  %252 = extractvalue { i32, i32 } %251, 0, !dbg !38
-  %253 = bitcast i32 %252 to <2 x bfloat>, !dbg !38
-  %254 = extractvalue { i32, i32 } %251, 1, !dbg !38
-  %255 = bitcast i32 %254 to <2 x bfloat>, !dbg !38
-  %256 = extractelement <2 x bfloat> %253, i64 0, !dbg !38
-  %257 = extractelement <2 x bfloat> %253, i64 1, !dbg !38
-  %258 = extractelement <2 x bfloat> %255, i64 0, !dbg !38
-  %259 = extractelement <2 x bfloat> %255, i64 1, !dbg !38
-  %260 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %256) #5, !dbg !39
-  %261 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %257) #5, !dbg !39
-  %262 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %258) #5, !dbg !39
-  %263 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %259) #5, !dbg !39
-  %264 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_first.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %71, i1 %57, i32 0, i1 %57, i32 0, i1 %57) #5, !dbg !40
-  %265 = extractvalue { i32, i32 } %264, 0, !dbg !40
-  %266 = bitcast i32 %265 to <2 x bfloat>, !dbg !40
-  %267 = extractvalue { i32, i32 } %264, 1, !dbg !40
-  %268 = bitcast i32 %267 to <2 x bfloat>, !dbg !40
-  %269 = extractelement <2 x bfloat> %266, i64 0, !dbg !40
-  %270 = extractelement <2 x bfloat> %266, i64 1, !dbg !40
-  %271 = extractelement <2 x bfloat> %268, i64 0, !dbg !40
-  %272 = extractelement <2 x bfloat> %268, i64 1, !dbg !40
-  %273 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %269) #5, !dbg !41
-  %274 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %270) #5, !dbg !41
-  %275 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %271) #5, !dbg !41
-  %276 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %272) #5, !dbg !41
-  %277 = getelementptr bfloat, ptr addrspace(1) %2, i64 %51, !dbg !42
-  %278 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %277, i1 %52, i32 0, i1 %52, i32 0, i1 %52) #5, !dbg !43
-  %279 = extractvalue { i32, i32 } %278, 0, !dbg !43
-  %280 = bitcast i32 %279 to <2 x bfloat>, !dbg !43
-  %281 = extractvalue { i32, i32 } %278, 1, !dbg !43
-  %282 = bitcast i32 %281 to <2 x bfloat>, !dbg !43
-  %283 = extractelement <2 x bfloat> %280, i64 0, !dbg !43
-  %284 = extractelement <2 x bfloat> %280, i64 1, !dbg !43
-  %285 = extractelement <2 x bfloat> %282, i64 0, !dbg !43
-  %286 = extractelement <2 x bfloat> %282, i64 1, !dbg !43
-  %287 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %283) #5, !dbg !44
-  %288 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %284) #5, !dbg !44
-  %289 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %285) #5, !dbg !44
-  %290 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %286) #5, !dbg !44
-  %291 = fadd float %260, %273, !dbg !45
-  %292 = fadd float %261, %274, !dbg !45
-  %293 = fadd float %262, %275, !dbg !45
-  %294 = fadd float %263, %276, !dbg !45
-  %295 = fmul float %.0.i9, %291, !dbg !46
-  %296 = fmul float %.0.i9, %292, !dbg !46
-  %297 = fmul float %.0.i9, %293, !dbg !46
-  %298 = fmul float %.0.i9, %294, !dbg !46
-  %299 = fmul float %295, %287, !dbg !47
-  %300 = fmul float %296, %288, !dbg !47
-  %301 = fmul float %297, %289, !dbg !47
-  %302 = fmul float %298, %290, !dbg !47
-  %303 = getelementptr bfloat, ptr addrspace(1) %3, i64 %55, !dbg !48
-  %304 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %299) #5, !dbg !49
-  %305 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %300) #5, !dbg !49
-  %306 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %301) #5, !dbg !49
-  %307 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %302) #5, !dbg !49
-  %308 = insertelement <2 x bfloat> poison, bfloat %304, i64 0, !dbg !49
-  %309 = insertelement <2 x bfloat> %308, bfloat %305, i64 1, !dbg !49
-  %310 = bitcast <2 x bfloat> %309 to i32, !dbg !49
-  %311 = insertelement <2 x bfloat> poison, bfloat %306, i64 0, !dbg !49
-  %312 = insertelement <2 x bfloat> %311, bfloat %307, i64 1, !dbg !49
-  %313 = bitcast <2 x bfloat> %312 to i32, !dbg !49
-  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %310, i32 %313, ptr addrspace(1) %303, i1 %57) #5, !dbg !49
-  %314 = getelementptr bfloat, ptr addrspace(1) %4, i64 %55, !dbg !50
-  %315 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %291) #5, !dbg !51
-  %316 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %292) #5, !dbg !51
-  %317 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %293) #5, !dbg !51
-  %318 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %294) #5, !dbg !51
-  %319 = insertelement <2 x bfloat> poison, bfloat %315, i64 0, !dbg !51
-  %320 = insertelement <2 x bfloat> %319, bfloat %316, i64 1, !dbg !51
-  %321 = bitcast <2 x bfloat> %320 to i32, !dbg !51
-  %322 = insertelement <2 x bfloat> poison, bfloat %317, i64 0, !dbg !51
-  %323 = insertelement <2 x bfloat> %322, bfloat %318, i64 1, !dbg !51
-  %324 = bitcast <2 x bfloat> %323 to i32, !dbg !51
-  tail call void asm sideeffect "@$3 st.global.v2.b32 [ $2 + 0 ], { $0, $1 };", "r,r,l,b"(i32 %321, i32 %324, ptr addrspace(1) %314, i1 %57) #5, !dbg !51
-  ret void, !dbg !52
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #0
-
-; Function Attrs: convergent nocallback nounwind memory(inaccessiblemem: readwrite)
-declare i32 @llvm.nvvm.shfl.sync.bfly.i32(i32, i32, i32, i32) #1
-
-; Function Attrs: convergent nocallback nounwind
-declare void @llvm.nvvm.barrier0() #2
-
-declare i32 @__nvvm_reflect(ptr) local_unnamed_addr #3
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
-declare float @llvm.nvvm.rsqrt.approx.ftz.f(float) #4
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind willreturn memory(none)
-declare float @llvm.nvvm.rsqrt.approx.f(float) #4
-
-attributes #0 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #1 = { convergent nocallback nounwind memory(inaccessiblemem: readwrite) }
-attributes #2 = { convergent nocallback nounwind }
-attributes #3 = { "disable-tail-calls"="false" "frame-pointer"="all" "less-precise-fpmad"="false" "no-infs-fp-math"="false" "no-nans-fp-math"="false" "stack-protector-buffer-size"="8" "unsafe-fp-math"="false" "use-soft-float"="false" }
-attributes #4 = { mustprogress nocallback nofree nosync nounwind willreturn memory(none) }
-attributes #5 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n")
-!4 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"kernel", i32 1}
-!5 = !{ptr @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0, !"reqntidx", i32 512}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = distinct !DISubprogram(name: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", linkageName: "triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0", scope: !3, file: !3, line: 19, type: !8, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!8 = !DISubroutineType(cc: DW_CC_normal, types: !9)
-!9 = !{}
-!10 = !DILocation(line: 22, column: 28, scope: !7)
-!11 = !DILocation(line: 24, column: 21, scope: !7)
-!12 = !DILocation(line: 25, column: 33, scope: !7)
-!13 = !DILocation(line: 32, column: 44, scope: !7)
-!14 = !DILocation(line: 28, column: 36, scope: !7)
-!15 = !DILocation(line: 32, column: 39, scope: !7)
-!16 = !DILocation(line: 32, column: 34, scope: !7)
-!17 = !DILocation(line: 32, column: 49, scope: !7)
-!18 = !DILocation(line: 32, column: 108, scope: !7)
-!19 = !DILocation(line: 33, column: 34, scope: !7)
-!20 = !DILocation(line: 33, column: 49, scope: !7)
-!21 = !DILocation(line: 33, column: 108, scope: !7)
-!22 = !DILocation(line: 36, column: 22, scope: !7)
-!23 = !DILocation(line: 37, column: 22, scope: !7)
-!24 = !DILocation(line: 40, column: 46, scope: !7)
-!25 = !DILocation(line: 29, column: 27, scope: !7)
-!26 = !DILocation(line: 30, column: 25, scope: !7)
-!27 = !DILocation(line: 32, column: 57, scope: !7)
-!28 = !DILocation(line: 39, column: 23, scope: !7)
-!29 = !DILocation(line: 256, column: 15, scope: !30, inlinedAt: !33)
-!30 = distinct !DILexicalBlockFile(scope: !32, file: !31, discriminator: 0)
-!31 = !DIFile(filename: "standard.py", directory: "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language")
-!32 = distinct !DILexicalBlockFile(scope: !7, file: !31, discriminator: 0)
-!33 = !DILocation(line: 41, column: 25, scope: !7)
-!34 = !DILocation(line: 267, column: 36, scope: !32, inlinedAt: !33)
-!35 = !DILocation(line: 53, column: 23, scope: !7)
-!36 = !DILocation(line: 55, column: 24, scope: !7)
-!37 = !DILocation(line: 56, column: 32, scope: !7)
-!38 = !DILocation(line: 46, column: 49, scope: !7)
-!39 = !DILocation(line: 46, column: 109, scope: !7)
-!40 = !DILocation(line: 47, column: 50, scope: !7)
-!41 = !DILocation(line: 47, column: 110, scope: !7)
-!42 = !DILocation(line: 48, column: 35, scope: !7)
-!43 = !DILocation(line: 48, column: 40, scope: !7)
-!44 = !DILocation(line: 48, column: 91, scope: !7)
-!45 = !DILocation(line: 51, column: 24, scope: !7)
-!46 = !DILocation(line: 57, column: 24, scope: !7)
-!47 = !DILocation(line: 59, column: 24, scope: !7)
-!48 = !DILocation(line: 61, column: 29, scope: !7)
-!49 = !DILocation(line: 61, column: 51, scope: !7)
-!50 = !DILocation(line: 62, column: 29, scope: !7)
-!51 = !DILocation(line: 62, column: 51, scope: !7)
-!52 = !DILocation(line: 42, column: 4, scope: !7)
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
deleted file mode 100644
index 05bc023..0000000
--- a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ptx
+++ /dev/null
@@ -1,862 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 // -- Begin function triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
-.extern .shared .align 16 .b8 global_smem[];
-.global .align 1 .b8 _$_str[11] = {95, 95, 67, 85, 68, 65, 95, 70, 84, 90};
-                                        // @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0
-.visible .entry triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0,
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1,
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2,
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_3,
-	.param .u64 .ptr .global .align 1 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_4,
-	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_5,
-	.param .u32 triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_6
-)
-.reqntid 512, 1, 1
-{
-	.reg .pred 	%p<39>;
-	.reg .b16 	%rs<113>;
-	.reg .b32 	%r<172>;
-	.reg .f32 	%f<114>;
-	.reg .b64 	%rd<25>;
-	.loc	1 19 0                          // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:19:0
-
-// %bb.0:                               // %__nv_rsqrtf.exit
-	ld.param.u64 	%rd15, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_0];
-	ld.param.u64 	%rd16, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_1];
-$L__tmp0:
-	.loc	1 22 28                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:22:28
-	// begin inline asm
-	mov.u32 %r1, %ctaid.x;
-	// end inline asm
-	.loc	1 24 21                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:24:21
-	setp.lt.s32 	%p1, %r1, 64;
-	ld.param.u64 	%rd17, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_2];
-	ld.param.u64 	%rd18, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_3];
-	.loc	1 25 33                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:25:33
-	mov.u32 	%r115, %tid.x;
-	and.b32  	%r116, %r115, 31;
-	ld.param.u64 	%rd19, [triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0_param_4];
-	shl.b32 	%r117, %r115, 2;
-	and.b32  	%r118, %r117, 2044;
-	.loc	1 32 44                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:44
-	mul.lo.s32 	%r119, %r1, 3584;
-	.loc	1 28 36                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:28:36
-	cvt.u64.u32 	%rd20, %r118;
-	.loc	1 32 39                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:39
-	add.s32 	%r120, %r118, %r119;
-	.loc	1 32 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:34
-	mul.wide.s32 	%rd21, %r120, 2;
-	add.s64 	%rd1, %rd15, %rd21;
-	mov.b32 	%r4, 0;
-	.loc	1 32 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:49
-	// begin inline asm
-	mov.u32 %r2, 0x0;
-	mov.u32 %r3, 0x0;
-	@%p1 ld.global.L1::evict_last.v2.b32 { %r2, %r3 }, [ %rd1 + 0 ];
-	@!%p1 mov.u32 %r2, %r4;
-	@!%p1 mov.u32 %r3, %r4;
-	// end inline asm
-	mov.b32 	{%rs57, %rs58}, %r2;
-	mov.b32 	{%rs59, %rs60}, %r3;
-	.loc	1 32 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:108
-	// begin inline asm
-	cvt.f32.bf16 %r6, %rs57;
-	// end inline asm
-	mov.b32 	%f1, %r6;
-	// begin inline asm
-	cvt.f32.bf16 %r7, %rs58;
-	// end inline asm
-	mov.b32 	%f2, %r7;
-	// begin inline asm
-	cvt.f32.bf16 %r8, %rs59;
-	// end inline asm
-	mov.b32 	%f3, %r8;
-	// begin inline asm
-	cvt.f32.bf16 %r9, %rs60;
-	// end inline asm
-	mov.b32 	%f4, %r9;
-	.loc	1 33 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:34
-	add.s64 	%rd2, %rd16, %rd21;
-	.loc	1 33 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:49
-	// begin inline asm
-	mov.u32 %r10, 0x0;
-	mov.u32 %r11, 0x0;
-	@%p1 ld.global.L1::evict_last.v2.b32 { %r10, %r11 }, [ %rd2 + 0 ];
-	@!%p1 mov.u32 %r10, %r4;
-	@!%p1 mov.u32 %r11, %r4;
-	// end inline asm
-	mov.b32 	{%rs61, %rs62}, %r10;
-	mov.b32 	{%rs63, %rs64}, %r11;
-	.loc	1 33 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:108
-	// begin inline asm
-	cvt.f32.bf16 %r14, %rs61;
-	// end inline asm
-	mov.b32 	%f5, %r14;
-	// begin inline asm
-	cvt.f32.bf16 %r15, %rs62;
-	// end inline asm
-	mov.b32 	%f6, %r15;
-	// begin inline asm
-	cvt.f32.bf16 %r16, %rs63;
-	// end inline asm
-	mov.b32 	%f7, %r16;
-	// begin inline asm
-	cvt.f32.bf16 %r17, %rs64;
-	// end inline asm
-	mov.b32 	%f8, %r17;
-	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
-	add.f32 	%f9, %f3, %f7;
-	add.f32 	%f10, %f4, %f8;
-	.loc	1 37 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:37:22
-	mul.f32 	%f11, %f9, %f9;
-	mul.f32 	%f12, %f10, %f10;
-	.loc	1 40 46                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:40:46
-	selp.f32 	%f13, %f11, 0f00000000, %p1;
-	selp.f32 	%f14, %f12, 0f00000000, %p1;
-	.loc	1 29 27                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:29:27
-	or.b64  	%rd22, %rd20, 2048;
-	.loc	1 30 25                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:30:25
-	setp.lt.u64 	%p33, %rd22, 3584;
-	.loc	1 32 39                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:39
-	cvt.u32.u64 	%r125, %rd22;
-	add.s32 	%r126, %r119, %r125;
-	.loc	1 32 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:34
-	mul.wide.s32 	%rd23, %r126, 2;
-	add.s64 	%rd3, %rd15, %rd23;
-	.loc	1 32 57                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:57
-	and.pred  	%p7, %p1, %p33;
-	.loc	1 32 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:49
-	// begin inline asm
-	mov.u32 %r18, 0x0;
-	mov.u32 %r19, 0x0;
-	@%p7 ld.global.L1::evict_last.v2.b32 { %r18, %r19 }, [ %rd3 + 0 ];
-	@!%p7 mov.u32 %r18, %r4;
-	@!%p7 mov.u32 %r19, %r4;
-	// end inline asm
-	mov.b32 	{%rs65, %rs66}, %r18;
-	mov.b32 	{%rs67, %rs68}, %r19;
-	.loc	1 32 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:32:108
-	// begin inline asm
-	cvt.f32.bf16 %r22, %rs65;
-	// end inline asm
-	mov.b32 	%f15, %r22;
-	// begin inline asm
-	cvt.f32.bf16 %r23, %rs66;
-	// end inline asm
-	mov.b32 	%f16, %r23;
-	// begin inline asm
-	cvt.f32.bf16 %r24, %rs67;
-	// end inline asm
-	mov.b32 	%f17, %r24;
-	// begin inline asm
-	cvt.f32.bf16 %r25, %rs68;
-	// end inline asm
-	mov.b32 	%f18, %r25;
-	.loc	1 33 34                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:34
-	add.s64 	%rd4, %rd16, %rd23;
-	.loc	1 33 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:49
-	// begin inline asm
-	mov.u32 %r26, 0x0;
-	mov.u32 %r27, 0x0;
-	@%p7 ld.global.L1::evict_last.v2.b32 { %r26, %r27 }, [ %rd4 + 0 ];
-	@!%p7 mov.u32 %r26, %r4;
-	@!%p7 mov.u32 %r27, %r4;
-	// end inline asm
-	mov.b32 	{%rs69, %rs70}, %r26;
-	mov.b32 	{%rs71, %rs72}, %r27;
-	.loc	1 33 108                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:33:108
-	// begin inline asm
-	cvt.f32.bf16 %r30, %rs69;
-	// end inline asm
-	mov.b32 	%f19, %r30;
-	// begin inline asm
-	cvt.f32.bf16 %r31, %rs70;
-	// end inline asm
-	mov.b32 	%f20, %r31;
-	// begin inline asm
-	cvt.f32.bf16 %r32, %rs71;
-	// end inline asm
-	mov.b32 	%f21, %r32;
-	// begin inline asm
-	cvt.f32.bf16 %r33, %rs72;
-	// end inline asm
-	mov.b32 	%f22, %r33;
-	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
-	add.f32 	%f23, %f17, %f21;
-	add.f32 	%f24, %f18, %f22;
-	.loc	1 39 23                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:39:23
-	fma.rn.f32 	%f25, %f23, %f23, %f13;
-	fma.rn.f32 	%f26, %f24, %f24, %f14;
-	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
-	add.f32 	%f27, %f2, %f6;
-	add.f32 	%f28, %f1, %f5;
-	.loc	1 37 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:37:22
-	mul.f32 	%f29, %f28, %f28;
-	mul.f32 	%f30, %f27, %f27;
-	.loc	1 40 46                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:40:46
-	selp.f32 	%f31, %f30, 0f00000000, %p1;
-	selp.f32 	%f32, %f29, 0f00000000, %p1;
-	.loc	1 36 22                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:36:22
-	add.f32 	%f33, %f16, %f20;
-	add.f32 	%f34, %f15, %f19;
-	.loc	1 39 23                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:39:23
-	fma.rn.f32 	%f35, %f34, %f34, %f32;
-	fma.rn.f32 	%f36, %f33, %f33, %f31;
-	.loc	1 40 46                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:40:46
-	selp.f32 	%f37, %f36, %f31, %p7;
-	selp.f32 	%f38, %f35, %f32, %p7;
-	selp.f32 	%f39, %f25, %f13, %p7;
-	selp.f32 	%f40, %f26, %f14, %p7;
-$L__tmp1:
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f41, %f38, %f37;
-	add.f32 	%f42, %f39, %f41;
-	add.f32 	%f43, %f40, %f42;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r131, %f43;
-	shfl.sync.bfly.b32	%r132, %r131, 16, 31, -1;
-	mov.b32 	%f44, %r132;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f45, %f43, %f44;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r133, %f45;
-	shfl.sync.bfly.b32	%r134, %r133, 8, 31, -1;
-	mov.b32 	%f46, %r134;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f47, %f45, %f46;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r135, %f47;
-	shfl.sync.bfly.b32	%r136, %r135, 4, 31, -1;
-	mov.b32 	%f48, %r136;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f49, %f47, %f48;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r137, %f49;
-	shfl.sync.bfly.b32	%r138, %r137, 2, 31, -1;
-	mov.b32 	%f50, %r138;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f51, %f49, %f50;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r139, %f51;
-	shfl.sync.bfly.b32	%r140, %r139, 1, 31, -1;
-	mov.b32 	%f52, %r140;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f53, %f51, %f52;
-	.loc	2 267 36                        // standard.py:267:36
-	setp.eq.s32 	%p13, %r116, 0;
-	shr.u32 	%r141, %r115, 3;
-	and.b32  	%r142, %r141, 60;
-	mov.u32 	%r143, global_smem;
-	add.s32 	%r34, %r143, %r142;
-	mov.b32 	%r35, %f53;
-	// begin inline asm
-	@%p13 st.shared.b32 [ %r34 + 0 ], %r35;
-	// end inline asm
-	bar.sync 	0;
-	setp.lt.s32 	%p14, %r115, 16;
-	add.s32 	%r37, %r143, %r117;
-	// begin inline asm
-	@%p14 ld.shared.b32 %r36, [ %r37 + 0 ];
-	// end inline asm
-	mov.b32 	%f54, %r36;
-	shfl.sync.bfly.b32	%r144, %r36, 8, 31, -1;
-	mov.b32 	%f55, %r144;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f56, %f54, %f55;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r145, %f56;
-	shfl.sync.bfly.b32	%r146, %r145, 4, 31, -1;
-	mov.b32 	%f57, %r146;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f58, %f56, %f57;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r147, %f58;
-	shfl.sync.bfly.b32	%r148, %r147, 2, 31, -1;
-	mov.b32 	%f59, %r148;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f60, %f58, %f59;
-	.loc	2 267 36                        // standard.py:267:36
-	mov.b32 	%r149, %f60;
-	shfl.sync.bfly.b32	%r150, %r149, 1, 31, -1;
-	mov.b32 	%f61, %r150;
-	.loc	2 256 15                        // standard.py:256:15
-	add.f32 	%f62, %f60, %f61;
-	.loc	2 267 36                        // standard.py:267:36
-	and.b32  	%r151, %r115, 15;
-	setp.eq.s32 	%p38, %r151, 0;
-	and.pred  	%p15, %p14, %p38;
-	mov.b32 	%r39, %f62;
-	// begin inline asm
-	@%p15 st.shared.b32 [ %r37 + 0 ], %r39;
-	// end inline asm
-	bar.sync 	0;
-$L__tmp2:
-	.loc	1 53 23                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:53:23
-	ld.shared.u32 	%r41, [global_smem];
-	mov.b32 	%r42, 1163919360;
-	// begin inline asm
-	div.full.f32 %r40, %r41, %r42;
-	// end inline asm
-	mov.b32 	%f63, %r40;
-	.loc	1 55 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:55:24
-	add.f32 	%f64, %f63, 0f358637BD;
-	.loc	1 56 32                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:56:32
-	rsqrt.approx.ftz.f32 	%f65, %f64;
-	.loc	1 46 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:49
-	// begin inline asm
-	mov.u32 %r43, 0x0;
-	mov.u32 %r44, 0x0;
-	@%p1 ld.global.L1::evict_first.v2.b32 { %r43, %r44 }, [ %rd1 + 0 ];
-	@!%p1 mov.u32 %r43, %r4;
-	@!%p1 mov.u32 %r44, %r4;
-	// end inline asm
-	mov.b32 	{%rs73, %rs74}, %r43;
-	mov.b32 	{%rs75, %rs76}, %r44;
-	.loc	1 46 109                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:109
-	// begin inline asm
-	cvt.f32.bf16 %r47, %rs73;
-	// end inline asm
-	mov.b32 	%f66, %r47;
-	// begin inline asm
-	cvt.f32.bf16 %r48, %rs74;
-	// end inline asm
-	mov.b32 	%f67, %r48;
-	// begin inline asm
-	cvt.f32.bf16 %r49, %rs75;
-	// end inline asm
-	mov.b32 	%f68, %r49;
-	// begin inline asm
-	cvt.f32.bf16 %r50, %rs76;
-	// end inline asm
-	mov.b32 	%f69, %r50;
-	.loc	1 47 50                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:50
-	// begin inline asm
-	mov.u32 %r51, 0x0;
-	mov.u32 %r52, 0x0;
-	@%p1 ld.global.L1::evict_first.v2.b32 { %r51, %r52 }, [ %rd2 + 0 ];
-	@!%p1 mov.u32 %r51, %r4;
-	@!%p1 mov.u32 %r52, %r4;
-	// end inline asm
-	mov.b32 	{%rs77, %rs78}, %r51;
-	mov.b32 	{%rs79, %rs80}, %r52;
-	.loc	1 47 110                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:110
-	// begin inline asm
-	cvt.f32.bf16 %r55, %rs77;
-	// end inline asm
-	mov.b32 	%f70, %r55;
-	// begin inline asm
-	cvt.f32.bf16 %r56, %rs78;
-	// end inline asm
-	mov.b32 	%f71, %r56;
-	// begin inline asm
-	cvt.f32.bf16 %r57, %rs79;
-	// end inline asm
-	mov.b32 	%f72, %r57;
-	// begin inline asm
-	cvt.f32.bf16 %r58, %rs80;
-	// end inline asm
-	mov.b32 	%f73, %r58;
-	.loc	1 48 35                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:35
-	mul.wide.u32 	%rd24, %r118, 2;
-	add.s64 	%rd7, %rd17, %rd24;
-	mov.pred 	%p22, -1;
-	.loc	1 48 40                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:40
-	// begin inline asm
-	mov.u32 %r59, 0x0;
-	mov.u32 %r60, 0x0;
-	@%p22 ld.global.L1::evict_last.v2.b32 { %r59, %r60 }, [ %rd7 + 0 ];
-	@!%p22 mov.u32 %r59, %r4;
-	@!%p22 mov.u32 %r60, %r4;
-	// end inline asm
-	mov.b32 	{%rs81, %rs82}, %r59;
-	mov.b32 	{%rs83, %rs84}, %r60;
-	.loc	1 48 91                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:91
-	// begin inline asm
-	cvt.f32.bf16 %r63, %rs81;
-	// end inline asm
-	mov.b32 	%f74, %r63;
-	// begin inline asm
-	cvt.f32.bf16 %r64, %rs82;
-	// end inline asm
-	mov.b32 	%f75, %r64;
-	// begin inline asm
-	cvt.f32.bf16 %r65, %rs83;
-	// end inline asm
-	mov.b32 	%f76, %r65;
-	// begin inline asm
-	cvt.f32.bf16 %r66, %rs84;
-	// end inline asm
-	mov.b32 	%f77, %r66;
-	.loc	1 51 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:51:24
-	add.f32 	%f78, %f66, %f70;
-	add.f32 	%f79, %f67, %f71;
-	add.f32 	%f80, %f68, %f72;
-	add.f32 	%f81, %f69, %f73;
-	.loc	1 57 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:57:24
-	mul.f32 	%f82, %f65, %f78;
-	mul.f32 	%f83, %f65, %f79;
-	mul.f32 	%f84, %f65, %f80;
-	mul.f32 	%f85, %f65, %f81;
-	.loc	1 59 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:59:24
-	mul.f32 	%f86, %f82, %f74;
-	mul.f32 	%f87, %f83, %f75;
-	mul.f32 	%f88, %f84, %f76;
-	mul.f32 	%f89, %f85, %f77;
-	.loc	1 61 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:29
-	add.s64 	%rd8, %rd18, %rd21;
-	.loc	1 61 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:51
-	mov.b32 	%r67, %f86;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs29, %r67;
-	// end inline asm
-	mov.b32 	%r68, %f87;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs30, %r68;
-	// end inline asm
-	mov.b32 	%r69, %f88;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs31, %r69;
-	// end inline asm
-	mov.b32 	%r70, %f89;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs32, %r70;
-	// end inline asm
-	mov.b32 	%r158, {%rs29, %rs30};
-	mov.b32 	%r159, {%rs31, %rs32};
-	// begin inline asm
-	@%p1 st.global.v2.b32 [ %rd8 + 0 ], { %r158, %r159 };
-	// end inline asm
-	.loc	1 62 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:29
-	add.s64 	%rd9, %rd19, %rd21;
-	.loc	1 62 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:51
-	mov.b32 	%r73, %f78;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs33, %r73;
-	// end inline asm
-	mov.b32 	%r74, %f79;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs34, %r74;
-	// end inline asm
-	mov.b32 	%r75, %f80;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs35, %r75;
-	// end inline asm
-	mov.b32 	%r76, %f81;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs36, %r76;
-	// end inline asm
-	mov.b32 	%r160, {%rs33, %rs34};
-	mov.b32 	%r161, {%rs35, %rs36};
-	// begin inline asm
-	@%p1 st.global.v2.b32 [ %rd9 + 0 ], { %r160, %r161 };
-	// end inline asm
-	.loc	1 46 49                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:49
-	// begin inline asm
-	mov.u32 %r79, 0x0;
-	mov.u32 %r80, 0x0;
-	@%p7 ld.global.L1::evict_first.v2.b32 { %r79, %r80 }, [ %rd3 + 0 ];
-	@!%p7 mov.u32 %r79, %r4;
-	@!%p7 mov.u32 %r80, %r4;
-	// end inline asm
-	mov.b32 	{%rs93, %rs94}, %r79;
-	mov.b32 	{%rs95, %rs96}, %r80;
-	.loc	1 46 109                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:46:109
-	// begin inline asm
-	cvt.f32.bf16 %r83, %rs93;
-	// end inline asm
-	mov.b32 	%f90, %r83;
-	// begin inline asm
-	cvt.f32.bf16 %r84, %rs94;
-	// end inline asm
-	mov.b32 	%f91, %r84;
-	// begin inline asm
-	cvt.f32.bf16 %r85, %rs95;
-	// end inline asm
-	mov.b32 	%f92, %r85;
-	// begin inline asm
-	cvt.f32.bf16 %r86, %rs96;
-	// end inline asm
-	mov.b32 	%f93, %r86;
-	.loc	1 47 50                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:50
-	// begin inline asm
-	mov.u32 %r87, 0x0;
-	mov.u32 %r88, 0x0;
-	@%p7 ld.global.L1::evict_first.v2.b32 { %r87, %r88 }, [ %rd4 + 0 ];
-	@!%p7 mov.u32 %r87, %r4;
-	@!%p7 mov.u32 %r88, %r4;
-	// end inline asm
-	mov.b32 	{%rs97, %rs98}, %r87;
-	mov.b32 	{%rs99, %rs100}, %r88;
-	.loc	1 47 110                        // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:47:110
-	// begin inline asm
-	cvt.f32.bf16 %r91, %rs97;
-	// end inline asm
-	mov.b32 	%f94, %r91;
-	// begin inline asm
-	cvt.f32.bf16 %r92, %rs98;
-	// end inline asm
-	mov.b32 	%f95, %r92;
-	// begin inline asm
-	cvt.f32.bf16 %r93, %rs99;
-	// end inline asm
-	mov.b32 	%f96, %r93;
-	// begin inline asm
-	cvt.f32.bf16 %r94, %rs100;
-	// end inline asm
-	mov.b32 	%f97, %r94;
-	.loc	1 48 35                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:35
-	add.s64 	%rd12, %rd7, 4096;
-	.loc	1 48 40                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:40
-	// begin inline asm
-	mov.u32 %r95, 0x0;
-	mov.u32 %r96, 0x0;
-	@%p33 ld.global.L1::evict_last.v2.b32 { %r95, %r96 }, [ %rd12 + 0 ];
-	@!%p33 mov.u32 %r95, %r4;
-	@!%p33 mov.u32 %r96, %r4;
-	// end inline asm
-	mov.b32 	{%rs101, %rs102}, %r95;
-	mov.b32 	{%rs103, %rs104}, %r96;
-	.loc	1 48 91                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:48:91
-	// begin inline asm
-	cvt.f32.bf16 %r99, %rs101;
-	// end inline asm
-	mov.b32 	%f98, %r99;
-	// begin inline asm
-	cvt.f32.bf16 %r100, %rs102;
-	// end inline asm
-	mov.b32 	%f99, %r100;
-	// begin inline asm
-	cvt.f32.bf16 %r101, %rs103;
-	// end inline asm
-	mov.b32 	%f100, %r101;
-	// begin inline asm
-	cvt.f32.bf16 %r102, %rs104;
-	// end inline asm
-	mov.b32 	%f101, %r102;
-	.loc	1 51 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:51:24
-	add.f32 	%f102, %f90, %f94;
-	add.f32 	%f103, %f91, %f95;
-	add.f32 	%f104, %f92, %f96;
-	add.f32 	%f105, %f93, %f97;
-	.loc	1 57 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:57:24
-	mul.f32 	%f106, %f65, %f102;
-	mul.f32 	%f107, %f65, %f103;
-	mul.f32 	%f108, %f65, %f104;
-	mul.f32 	%f109, %f65, %f105;
-	.loc	1 59 24                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:59:24
-	mul.f32 	%f110, %f106, %f98;
-	mul.f32 	%f111, %f107, %f99;
-	mul.f32 	%f112, %f108, %f100;
-	mul.f32 	%f113, %f109, %f101;
-	.loc	1 61 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:29
-	add.s64 	%rd13, %rd18, %rd23;
-	.loc	1 61 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:61:51
-	mov.b32 	%r103, %f110;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs49, %r103;
-	// end inline asm
-	mov.b32 	%r104, %f111;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs50, %r104;
-	// end inline asm
-	mov.b32 	%r105, %f112;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs51, %r105;
-	// end inline asm
-	mov.b32 	%r106, %f113;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs52, %r106;
-	// end inline asm
-	mov.b32 	%r168, {%rs49, %rs50};
-	mov.b32 	%r169, {%rs51, %rs52};
-	// begin inline asm
-	@%p7 st.global.v2.b32 [ %rd13 + 0 ], { %r168, %r169 };
-	// end inline asm
-	.loc	1 62 29                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:29
-	add.s64 	%rd14, %rd19, %rd23;
-	.loc	1 62 51                         // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:62:51
-	mov.b32 	%r109, %f102;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs53, %r109;
-	// end inline asm
-	mov.b32 	%r110, %f103;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs54, %r110;
-	// end inline asm
-	mov.b32 	%r111, %f104;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs55, %r111;
-	// end inline asm
-	mov.b32 	%r112, %f105;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs56, %r112;
-	// end inline asm
-	mov.b32 	%r170, {%rs53, %rs54};
-	mov.b32 	%r171, {%rs55, %rs56};
-	// begin inline asm
-	@%p7 st.global.v2.b32 [ %rd14 + 0 ], { %r170, %r171 };
-	// end inline asm
-	.loc	1 42 4                          // c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py:42:4
-	ret;
-$L__tmp3:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py"
-	.file	2 "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 1                                   // DW_CHILDREN_yes
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 2                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 0                                   // DW_CHILDREN_no
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 32                                  // DW_AT_inline
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 3                                   // Abbreviation Code
-.b8 46                                  // DW_TAG_subprogram
-.b8 1                                   // DW_CHILDREN_yes
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 4                                   // Abbreviation Code
-.b8 29                                  // DW_TAG_inlined_subroutine
-.b8 0                                   // DW_CHILDREN_no
-.b8 49                                  // DW_AT_abstract_origin
-.b8 19                                  // DW_FORM_ref4
-.b8 17                                  // DW_AT_low_pc
-.b8 1                                   // DW_FORM_addr
-.b8 18                                  // DW_AT_high_pc
-.b8 1                                   // DW_FORM_addr
-.b8 88                                  // DW_AT_call_file
-.b8 11                                  // DW_FORM_data1
-.b8 89                                  // DW_AT_call_line
-.b8 11                                  // DW_FORM_data1
-.b8 87                                  // DW_AT_call_column
-.b8 11                                  // DW_FORM_data1
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 225                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0xda DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 53
-.b8 110
-.b8 117
-.b8 104
-.b8 109
-.b8 117
-.b8 111
-.b8 105
-.b8 114
-.b8 120
-.b8 113
-.b8 119
-.b8 100
-.b8 116
-.b8 55
-.b8 105
-.b8 99
-.b8 111
-.b8 99
-.b8 52
-.b8 53
-.b8 109
-.b8 50
-.b8 109
-.b8 122
-.b8 111
-.b8 101
-.b8 117
-.b8 119
-.b8 107
-.b8 113
-.b8 118
-.b8 115
-.b8 99
-.b8 52
-.b8 53
-.b8 55
-.b8 115
-.b8 55
-.b8 110
-.b8 119
-.b8 100
-.b8 122
-.b8 53
-.b8 106
-.b8 51
-.b8 55
-.b8 122
-.b8 52
-.b8 104
-.b8 104
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
-.b8 116
-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
-.b8 105
-.b8 110
-.b8 100
-.b8 117
-.b8 99
-.b8 116
-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 53
-.b8 110
-.b8 0
-.b8 2                                   // Abbrev [2] 0x81:0x35 DW_TAG_subprogram
-.b8 116                                 // DW_AT_name
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 95
-.b8 114
-.b8 101
-.b8 100
-.b8 95
-.b8 102
-.b8 117
-.b8 115
-.b8 101
-.b8 100
-.b8 95
-.b8 95
-.b8 116
-.b8 111
-.b8 95
-.b8 99
-.b8 111
-.b8 112
-.b8 121
-.b8 95
-.b8 97
-.b8 100
-.b8 100
-.b8 95
-.b8 109
-.b8 101
-.b8 97
-.b8 110
-.b8 95
-.b8 109
-.b8 117
-.b8 108
-.b8 95
-.b8 112
-.b8 111
-.b8 119
-.b8 95
-.b8 114
-.b8 115
-.b8 113
-.b8 114
-.b8 116
-.b8 95
-.b8 48
-.b8 0
-.b8 1                                   // DW_AT_inline
-.b8 3                                   // Abbrev [3] 0xb6:0x2e DW_TAG_subprogram
-.b64 $L__func_begin0                    // DW_AT_low_pc
-.b64 $L__func_end0                      // DW_AT_high_pc
-.b32 129                                // DW_AT_abstract_origin
-.b8 4                                   // Abbrev [4] 0xcb:0x18 DW_TAG_inlined_subroutine
-.b32 129                                // DW_AT_abstract_origin
-.b64 $L__tmp1                           // DW_AT_low_pc
-.b64 $L__tmp2                           // DW_AT_high_pc
-.b8 1                                   // DW_AT_call_file
-.b8 41                                  // DW_AT_call_line
-.b8 25                                  // DW_AT_call_column
-.b8 0                                   // End Of Children Mark
-.b8 0                                   // End Of Children Mark
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
deleted file mode 100644
index cc6a88e..0000000
--- a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttgir
+++ /dev/null
@@ -1,135 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [1, 4], threadsPerWarp = [1, 32], warpsPerCTA = [1, 16], order = [1, 0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)
-#loc1 = loc(unknown)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:25)
-#loc52 = loc(callsite(#loc1 at #loc23))
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 16 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg4: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg5: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg6: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xf32, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<3.584000e+03> : tensor<1x1xf32, #blocked> loc(#loc1)
-    %cst_1 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32, #blocked> loc(#loc1)
-    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
-    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
-    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
-    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
-    %cst_2 = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16, #blocked> loc(#loc1)
-    %cst_3 = arith.constant dense<3584> : tensor<1x2048xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> loc(#loc4)
-    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32, #triton_gpu.slice<{dim = 0, parent = #blocked}>> -> tensor<1x2048xi32, #blocked> loc(#loc4)
-    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc5)
-    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc6)
-    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc7)
-    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1, #blocked> loc(#loc8)
-    %8 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc9)
-    %9 = scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg8 = %cst) -> (tensor<1x2048xf32, #blocked>)  : i32 {
-      %19 = tt.splat %arg7 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc11)
-      %20 = arith.addi %19, %3 : tensor<1x2048xi32, #blocked> loc(#loc11)
-      %21 = arith.cmpi slt, %20, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc12)
-      %22 = arith.addi %20, %5 : tensor<1x2048xi32, #blocked> loc(#loc6)
-      %23 = tt.addptr %6, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc7)
-      %24 = arith.andi %21, %7 : tensor<1x2048xi1, #blocked> loc(#loc8)
-      %25 = tt.load %23, %24, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc13)
-      %26 = arith.extf %25 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc14)
-      %27 = tt.addptr %8, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc9)
-      %28 = tt.load %27, %24, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc15)
-      %29 = arith.extf %28 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc16)
-      %30 = arith.addf %26, %29 : tensor<1x2048xf32, #blocked> loc(#loc17)
-      %31 = arith.mulf %30, %30 : tensor<1x2048xf32, #blocked> loc(#loc18)
-      %32 = arith.addf %arg8, %31 : tensor<1x2048xf32, #blocked> loc(#loc19)
-      %33 = arith.select %24, %32, %arg8 : tensor<1x2048xi1, #blocked>, tensor<1x2048xf32, #blocked> loc(#loc20)
-      scf.yield %33 : tensor<1x2048xf32, #blocked> loc(#loc21)
-    } loc(#loc10)
-    %10 = "tt.reduce"(%9) <{axis = 1 : i32}> ({
-    ^bb0(%arg7: f32 loc(callsite(#loc1 at #loc23)), %arg8: f32 loc(callsite(#loc1 at #loc23))):
-      %19 = arith.addf %arg7, %arg8 : f32 loc(#loc54)
-      tt.reduce.return %19 : f32 loc(#loc51)
-    }) : (tensor<1x2048xf32, #blocked>) -> tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> loc(#loc51)
-    %11 = tt.expand_dims %10 {axis = 1 : i32} : tensor<1xf32, #triton_gpu.slice<{dim = 1, parent = #blocked}>> -> tensor<1x1xf32, #blocked> loc(#loc25)
-    %12 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc26)
-    %13 = arith.divf %11, %cst_0 : tensor<1x1xf32, #blocked> loc(#loc27)
-    %14 = arith.addf %13, %cst_1 : tensor<1x1xf32, #blocked> loc(#loc28)
-    %15 = tt.extern_elementwise %14 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32, #blocked>) -> tensor<1x1xf32, #blocked> loc(#loc29)
-    %16 = tt.broadcast %15 : tensor<1x1xf32, #blocked> -> tensor<1x2048xf32, #blocked> loc(#loc30)
-    %17 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc31)
-    %18 = tt.splat %arg4 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc32)
-    scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
-      %19 = tt.splat %arg7 : i32 -> tensor<1x2048xi32, #blocked> loc(#loc34)
-      %20 = arith.addi %19, %3 : tensor<1x2048xi32, #blocked> loc(#loc34)
-      %21 = arith.cmpi slt, %20, %cst_3 : tensor<1x2048xi32, #blocked> loc(#loc35)
-      %22 = arith.addi %20, %5 : tensor<1x2048xi32, #blocked> loc(#loc36)
-      %23 = tt.addptr %6, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc37)
-      %24 = arith.andi %21, %7 : tensor<1x2048xi1, #blocked> loc(#loc38)
-      %25 = tt.load %23, %24, %cst_2 evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc39)
-      %26 = arith.extf %25 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc40)
-      %27 = tt.addptr %8, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc41)
-      %28 = tt.load %27, %24, %cst_2 evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc42)
-      %29 = arith.extf %28 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc43)
-      %30 = tt.addptr %12, %20 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc26)
-      %31 = tt.load %30, %21, %cst_2 evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc44)
-      %32 = arith.extf %31 : tensor<1x2048xbf16, #blocked> to tensor<1x2048xf32, #blocked> loc(#loc45)
-      %33 = arith.addf %26, %29 : tensor<1x2048xf32, #blocked> loc(#loc46)
-      %34 = arith.mulf %33, %16 : tensor<1x2048xf32, #blocked> loc(#loc30)
-      %35 = arith.mulf %34, %32 : tensor<1x2048xf32, #blocked> loc(#loc47)
-      %36 = tt.addptr %17, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc31)
-      %37 = arith.truncf %35 : tensor<1x2048xf32, #blocked> to tensor<1x2048xbf16, #blocked> loc(#loc48)
-      tt.store %36, %37, %24 : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc48)
-      %38 = tt.addptr %18, %22 : tensor<1x2048x!tt.ptr<bf16>, #blocked>, tensor<1x2048xi32, #blocked> loc(#loc32)
-      %39 = arith.truncf %33 : tensor<1x2048xf32, #blocked> to tensor<1x2048xbf16, #blocked> loc(#loc49)
-      tt.store %38, %39, %24 : tensor<1x2048x!tt.ptr<bf16>, #blocked> loc(#loc49)
-    } loc(#loc33)
-    tt.return loc(#loc50)
-  } loc(#loc)
-} loc(#loc)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":22:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":24:21)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":25:33)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:44)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:39)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:34)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:57)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:34)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":28:36)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":29:27)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":30:25)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:49)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:108)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:49)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:108)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":36:22)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":37:22)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":39:23)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":40:46)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":40:8)
-#loc22 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":267:36)
-#loc24 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:28)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":53:23)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":55:24)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":56:32)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":57:24)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":61:29)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":62:29)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":42:36)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":43:27)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":44:25)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:39)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:34)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:57)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:49)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":46:109)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:35)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:50)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":47:110)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:40)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":48:91)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":51:24)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":59:24)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":61:51)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":62:51)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":42:4)
-#loc51 = loc(callsite(#loc22 at #loc23))
-#loc53 = loc(callsite(#loc24 at #loc22))
-#loc54 = loc(callsite(#loc53 at #loc23))
diff --git a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir b/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
deleted file mode 100644
index 6e8fdf7..0000000
--- a/tmp/torchinductor_ljp/triton/0/XJLh6bVri5dvvKnrJuxb_SQENRaQyMiDWX-todHX4NI/triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.ttir
+++ /dev/null
@@ -1,141 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)
-#loc1 = loc(unknown)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:25)
-#loc54 = loc(callsite(#loc1 at #loc24))
-module {
-  tt.func public @triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg1: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg2: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg4: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg5: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0), %arg6: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":19:0)) attributes {noinline = false} {
-    %c64_i32 = arith.constant 64 : i32 loc(#loc1)
-    %cst = arith.constant dense<0.000000e+00> : tensor<1x2048xbf16> loc(#loc1)
-    %c2048_i32 = arith.constant 2048 : i32 loc(#loc1)
-    %c3584_i32 = arith.constant 3584 : i32 loc(#loc1)
-    %c0_i32 = arith.constant 0 : i32 loc(#loc1)
-    %cst_0 = arith.constant dense<9.99999997E-7> : tensor<1x1xf32> loc(#loc1)
-    %cst_1 = arith.constant dense<3.584000e+03> : tensor<1x1xf32> loc(#loc1)
-    %cst_2 = arith.constant dense<3584> : tensor<1x2048xi32> loc(#loc1)
-    %cst_3 = arith.constant dense<0.000000e+00> : tensor<1x2048xf32> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.cmpi slt, %0, %c64_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 2048 : i32, start = 0 : i32} : tensor<2048xi32> loc(#loc4)
-    %3 = tt.expand_dims %2 {axis = 0 : i32} : tensor<2048xi32> -> tensor<1x2048xi32> loc(#loc5)
-    %4 = arith.muli %0, %c3584_i32 : i32 loc(#loc6)
-    %5 = tt.splat %4 : i32 -> tensor<1x2048xi32> loc(#loc7)
-    %6 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc8)
-    %7 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc9)
-    %8 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc10)
-    %9 = scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32 iter_args(%arg8 = %cst_3) -> (tensor<1x2048xf32>)  : i32 {
-      %24 = tt.splat %arg7 : i32 -> tensor<1x2048xi32> loc(#loc12)
-      %25 = arith.addi %24, %3 : tensor<1x2048xi32> loc(#loc12)
-      %26 = arith.cmpi slt, %25, %cst_2 : tensor<1x2048xi32> loc(#loc13)
-      %27 = arith.addi %25, %5 : tensor<1x2048xi32> loc(#loc7)
-      %28 = tt.addptr %6, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc8)
-      %29 = arith.andi %26, %7 : tensor<1x2048xi1> loc(#loc9)
-      %30 = tt.load %28, %29, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc14)
-      %31 = arith.extf %30 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc15)
-      %32 = tt.addptr %8, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc10)
-      %33 = tt.load %32, %29, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc16)
-      %34 = arith.extf %33 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc17)
-      %35 = arith.addf %31, %34 : tensor<1x2048xf32> loc(#loc18)
-      %36 = arith.mulf %35, %35 : tensor<1x2048xf32> loc(#loc19)
-      %37 = arith.addf %arg8, %36 : tensor<1x2048xf32> loc(#loc20)
-      %38 = arith.select %29, %37, %arg8 : tensor<1x2048xi1>, tensor<1x2048xf32> loc(#loc21)
-      scf.yield %38 : tensor<1x2048xf32> loc(#loc22)
-    } loc(#loc11)
-    %10 = "tt.reduce"(%9) <{axis = 1 : i32}> ({
-    ^bb0(%arg7: f32 loc(callsite(#loc1 at #loc24)), %arg8: f32 loc(callsite(#loc1 at #loc24))):
-      %24 = arith.addf %arg7, %arg8 : f32 loc(#loc56)
-      tt.reduce.return %24 : f32 loc(#loc53)
-    }) : (tensor<1x2048xf32>) -> tensor<1xf32> loc(#loc53)
-    %11 = tt.expand_dims %10 {axis = 1 : i32} : tensor<1xf32> -> tensor<1x1xf32> loc(#loc26)
-    %12 = arith.muli %0, %c3584_i32 : i32 loc(#loc27)
-    %13 = tt.splat %12 : i32 -> tensor<1x2048xi32> loc(#loc28)
-    %14 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc29)
-    %15 = tt.splat %1 : i1 -> tensor<1x2048xi1> loc(#loc30)
-    %16 = tt.splat %arg1 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc31)
-    %17 = tt.splat %arg2 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc32)
-    %18 = arith.divf %11, %cst_1 : tensor<1x1xf32> loc(#loc33)
-    %19 = arith.addf %18, %cst_0 : tensor<1x1xf32> loc(#loc34)
-    %20 = tt.extern_elementwise %19 {libname = "", libpath = "", pure = true, symbol = "__nv_rsqrtf"} : (tensor<1x1xf32>) -> tensor<1x1xf32> loc(#loc35)
-    %21 = tt.broadcast %20 : tensor<1x1xf32> -> tensor<1x2048xf32> loc(#loc36)
-    %22 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc37)
-    %23 = tt.splat %arg4 : !tt.ptr<bf16> -> tensor<1x2048x!tt.ptr<bf16>> loc(#loc38)
-    scf.for %arg7 = %c0_i32 to %c3584_i32 step %c2048_i32  : i32 {
-      %24 = tt.splat %arg7 : i32 -> tensor<1x2048xi32> loc(#loc40)
-      %25 = arith.addi %24, %3 : tensor<1x2048xi32> loc(#loc40)
-      %26 = arith.cmpi slt, %25, %cst_2 : tensor<1x2048xi32> loc(#loc41)
-      %27 = arith.addi %25, %13 : tensor<1x2048xi32> loc(#loc28)
-      %28 = tt.addptr %14, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc29)
-      %29 = arith.andi %26, %15 : tensor<1x2048xi1> loc(#loc30)
-      %30 = tt.load %28, %29, %cst evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>> loc(#loc42)
-      %31 = arith.extf %30 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc43)
-      %32 = tt.addptr %16, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc31)
-      %33 = tt.load %32, %29, %cst evictionPolicy = evict_first : tensor<1x2048x!tt.ptr<bf16>> loc(#loc44)
-      %34 = arith.extf %33 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc45)
-      %35 = tt.addptr %17, %25 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc32)
-      %36 = tt.load %35, %26, %cst evictionPolicy = evict_last : tensor<1x2048x!tt.ptr<bf16>> loc(#loc46)
-      %37 = arith.extf %36 : tensor<1x2048xbf16> to tensor<1x2048xf32> loc(#loc47)
-      %38 = arith.addf %31, %34 : tensor<1x2048xf32> loc(#loc48)
-      %39 = arith.mulf %38, %21 : tensor<1x2048xf32> loc(#loc36)
-      %40 = arith.mulf %39, %37 : tensor<1x2048xf32> loc(#loc49)
-      %41 = tt.addptr %22, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc37)
-      %42 = arith.truncf %40 : tensor<1x2048xf32> to tensor<1x2048xbf16> loc(#loc50)
-      tt.store %41, %42, %29 : tensor<1x2048x!tt.ptr<bf16>> loc(#loc50)
-      %43 = tt.addptr %23, %27 : tensor<1x2048x!tt.ptr<bf16>>, tensor<1x2048xi32> loc(#loc38)
-      %44 = arith.truncf %38 : tensor<1x2048xf32> to tensor<1x2048xbf16> loc(#loc51)
-      tt.store %43, %44, %29 : tensor<1x2048x!tt.ptr<bf16>> loc(#loc51)
-    } loc(#loc39)
-    tt.return loc(#loc52)
-  } loc(#loc)
-} loc(#loc)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":22:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":24:21)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":25:25)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":25:33)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:44)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:39)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:34)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:57)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":28:36)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":29:27)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":30:25)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":32:49)
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-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:49)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":33:108)
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-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":37:22)
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-#loc25 = loc("/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/language/standard.py":256:15)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/5n/c5nuhmuoirxqwdt7icoc45m2mzoeuwkqvsc457s7nwdz5j37z4hh.py":41:28)
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diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/__grp__triton_poi_fused__to_copy_cat_1.json b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/__grp__triton_poi_fused__to_copy_cat_1.json
deleted file mode 100644
index ec57a33..0000000
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+++ /dev/null
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diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.json b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.json
deleted file mode 100644
index 385f56d..0000000
--- a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "7bf8d0faee66d838008a3fbc308e0b1161c2a7f78704e97915b391de2b7681cd", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_1"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir
deleted file mode 100644
index f83071a..0000000
--- a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.llir
+++ /dev/null
@@ -1,209 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-p3:32:32-p4:32:32-p5:32:32-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
-@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
-@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
-@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
-@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
-@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
-
-; Function Attrs: noreturn
-declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
-
-define void @triton_poi_fused__to_copy_cat_1(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
-  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
-  %7 = shl i32 %6, 7, !dbg !13
-  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
-  %9 = and i32 %8, 127, !dbg !14
-  %10 = or disjoint i32 %7, %9, !dbg !15
-  %.frozen = freeze i32 %10, !dbg !16
-  %11 = sdiv i32 %.frozen, 128, !dbg !16
-  %12 = mul i32 %11, 128, !dbg !17
-  %.decomposed = sub i32 %.frozen, %12, !dbg !17
-  %13 = sdiv i32 %10, 512, !dbg !18
-  %14 = icmp slt i32 %.decomposed, 64, !dbg !19
-  %15 = shl nsw i32 %11, 7, !dbg !20
-  %16 = add i32 %15, %.decomposed, !dbg !21
-  %17 = sext i32 %16 to i64, !dbg !22
-  %18 = getelementptr bfloat, ptr addrspace(1) %0, i64 %17, !dbg !22
-  %19 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %18, i1 %14, i16 0, i1 %14) #3, !dbg !23
-  %20 = bitcast i16 %19 to bfloat, !dbg !23
-  %21 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %20) #3, !dbg !24
-  %22 = sext i32 %13 to i64, !dbg !25
-  %23 = getelementptr i64, ptr addrspace(1) %1, i64 %22, !dbg !25
-  %24 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %23, i1 %14, i1 %14) #3, !dbg !26
-  %25 = lshr i64 %24, 48, !dbg !27
-  %26 = and i64 %25, 32768, !dbg !27
-  %27 = add i64 %26, %24, !dbg !27
-  %28 = icmp ugt i64 %27, 32767, !dbg !28
-  %.not1 = and i1 %14, %28, !dbg !29
-  br i1 %.not1, label %29, label %30, !dbg !29
-
-29:                                               ; preds = %5
-  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
-  unreachable, !dbg !29
-
-30:                                               ; preds = %5
-  %31 = sext i32 %.decomposed to i64, !dbg !19
-  tail call void @llvm.nvvm.barrier0(), !dbg !29
-  %32 = shl i64 %27, 7, !dbg !30
-  %33 = getelementptr float, ptr addrspace(1) %2, i64 %32, !dbg !31
-  %34 = getelementptr float, ptr addrspace(1) %33, i64 %31, !dbg !31
-  %35 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %34, i1 %14, i32 0, i1 %14) #3, !dbg !32
-  %36 = or disjoint i32 %15, 64, !dbg !33
-  %37 = add i32 %36, %.decomposed, !dbg !34
-  %38 = sext i32 %37 to i64, !dbg !35
-  %39 = getelementptr bfloat, ptr addrspace(1) %0, i64 %38, !dbg !35
-  %40 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %39, i1 %14, i16 0, i1 %14) #3, !dbg !36
-  %41 = bitcast i16 %40 to bfloat, !dbg !36
-  %42 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %41) #3, !dbg !37
-  %43 = or disjoint i64 %32, 64, !dbg !38
-  %44 = getelementptr float, ptr addrspace(1) %2, i64 %43, !dbg !39
-  %45 = getelementptr float, ptr addrspace(1) %44, i64 %31, !dbg !39
-  %46 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %45, i1 %14, i32 0, i1 %14) #3, !dbg !40
-  %47 = icmp sgt i32 %.decomposed, 63, !dbg !41
-  %48 = add nsw i32 %.decomposed, -64, !dbg !42
-  %49 = add i32 %36, %48, !dbg !43
-  %50 = sext i32 %49 to i64, !dbg !44
-  %51 = getelementptr bfloat, ptr addrspace(1) %0, i64 %50, !dbg !44
-  %52 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %51, i1 %47, i16 0, i1 %47) #3, !dbg !45
-  %53 = bitcast i16 %52 to bfloat, !dbg !45
-  %54 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %53) #3, !dbg !46
-  %55 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %23, i1 %47, i1 %47) #3, !dbg !47
-  %56 = lshr i64 %55, 48, !dbg !48
-  %57 = and i64 %56, 32768, !dbg !48
-  %58 = add i64 %57, %55, !dbg !48
-  %59 = icmp ugt i64 %58, 32767, !dbg !49
-  %.not2 = and i1 %47, %59, !dbg !50
-  br i1 %.not2, label %60, label %61, !dbg !50
-
-60:                                               ; preds = %30
-  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
-  unreachable, !dbg !50
-
-61:                                               ; preds = %30
-  %62 = bitcast i32 %35 to float, !dbg !32
-  %63 = fmul float %21, %62, !dbg !51
-  %64 = bitcast i32 %46 to float, !dbg !40
-  %65 = fmul float %42, %64, !dbg !52
-  %66 = fsub float %63, %65, !dbg !53
-  tail call void @llvm.nvvm.barrier0(), !dbg !50
-  %67 = shl i64 %58, 7, !dbg !54
-  %68 = sext i32 %48 to i64, !dbg !55
-  %69 = getelementptr float, ptr addrspace(1) %2, i64 %67, !dbg !56
-  %70 = getelementptr float, ptr addrspace(1) %69, i64 %68, !dbg !56
-  %71 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %70, i1 %47, i32 0, i1 %47) #3, !dbg !57
-  %72 = bitcast i32 %71 to float, !dbg !57
-  %73 = fmul float %54, %72, !dbg !58
-  %74 = add i32 %15, %48, !dbg !59
-  %75 = sext i32 %74 to i64, !dbg !60
-  %76 = getelementptr bfloat, ptr addrspace(1) %0, i64 %75, !dbg !60
-  %77 = tail call i16 asm sideeffect "mov.u16 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b16 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u16 $0, $3;", "=c,l,b,c,b"(ptr addrspace(1) %76, i1 %47, i16 0, i1 %47) #3, !dbg !61
-  %78 = bitcast i16 %77 to bfloat, !dbg !61
-  %79 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %78) #3, !dbg !62
-  %80 = or disjoint i64 %67, 64, !dbg !63
-  %81 = getelementptr float, ptr addrspace(1) %2, i64 %80, !dbg !64
-  %82 = getelementptr float, ptr addrspace(1) %81, i64 %68, !dbg !64
-  %83 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %82, i1 %47, i32 0, i1 %47) #3, !dbg !65
-  %84 = bitcast i32 %83 to float, !dbg !65
-  %85 = fmul float %79, %84, !dbg !66
-  %86 = fadd float %73, %85, !dbg !67
-  %87 = select i1 %14, float %66, float %86, !dbg !68
-  %88 = sext i32 %10 to i64, !dbg !69
-  %89 = getelementptr bfloat, ptr addrspace(1) %3, i64 %88, !dbg !69
-  %90 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %87) #3, !dbg !70
-  %91 = bitcast bfloat %90 to i16, !dbg !70
-  tail call void asm sideeffect "@$2 st.global.b16 [ $1 + 0 ], { $0 };", "c,l,b"(i16 %91, ptr addrspace(1) %89, i1 true) #3, !dbg !70
-  ret void, !dbg !71
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
-
-; Function Attrs: convergent nocallback nounwind
-declare void @llvm.nvvm.barrier0() #2
-
-attributes #0 = { noreturn }
-attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #2 = { convergent nocallback nounwind }
-attributes #3 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz")
-!4 = !{ptr @triton_poi_fused__to_copy_cat_1, !"kernel", i32 1}
-!5 = !{ptr @triton_poi_fused__to_copy_cat_1, !"reqntidx", i32 128}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
-!8 = !DIFile(filename: "<unknown>", directory: "")
-!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
-!10 = !{}
-!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_1", linkageName: "triton_poi_fused__to_copy_cat_1", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!12 = !DILocation(line: 21, column: 28, scope: !11)
-!13 = !DILocation(line: 21, column: 33, scope: !11)
-!14 = !DILocation(line: 22, column: 36, scope: !11)
-!15 = !DILocation(line: 22, column: 23, scope: !11)
-!16 = !DILocation(line: 25, column: 19, scope: !11)
-!17 = !DILocation(line: 24, column: 19, scope: !11)
-!18 = !DILocation(line: 26, column: 19, scope: !11)
-!19 = !DILocation(line: 32, column: 18, scope: !11)
-!20 = !DILocation(line: 33, column: 34, scope: !11)
-!21 = !DILocation(line: 33, column: 40, scope: !11)
-!22 = !DILocation(line: 33, column: 30, scope: !11)
-!23 = !DILocation(line: 33, column: 46, scope: !11)
-!24 = !DILocation(line: 33, column: 96, scope: !11)
-!25 = !DILocation(line: 35, column: 30, scope: !11)
-!26 = !DILocation(line: 35, column: 35, scope: !11)
-!27 = !DILocation(line: 39, column: 34, scope: !11)
-!28 = !DILocation(line: 40, column: 65, scope: !11)
-!29 = !DILocation(line: 40, column: 119, scope: !11)
-!30 = !DILocation(line: 41, column: 35, scope: !11)
-!31 = !DILocation(line: 41, column: 31, scope: !11)
-!32 = !DILocation(line: 41, column: 50, scope: !11)
-!33 = !DILocation(line: 43, column: 36, scope: !11)
-!34 = !DILocation(line: 43, column: 46, scope: !11)
-!35 = !DILocation(line: 43, column: 31, scope: !11)
-!36 = !DILocation(line: 43, column: 52, scope: !11)
-!37 = !DILocation(line: 43, column: 102, scope: !11)
-!38 = !DILocation(line: 45, column: 36, scope: !11)
-!39 = !DILocation(line: 45, column: 31, scope: !11)
-!40 = !DILocation(line: 45, column: 55, scope: !11)
-!41 = !DILocation(line: 50, column: 20, scope: !11)
-!42 = !DILocation(line: 53, column: 54, scope: !11)
-!43 = !DILocation(line: 53, column: 46, scope: !11)
-!44 = !DILocation(line: 53, column: 31, scope: !11)
-!45 = !DILocation(line: 53, column: 60, scope: !11)
-!46 = !DILocation(line: 53, column: 111, scope: !11)
-!47 = !DILocation(line: 55, column: 36, scope: !11)
-!48 = !DILocation(line: 59, column: 35, scope: !11)
-!49 = !DILocation(line: 60, column: 65, scope: !11)
-!50 = !DILocation(line: 60, column: 120, scope: !11)
-!51 = !DILocation(line: 42, column: 19, scope: !11)
-!52 = !DILocation(line: 46, column: 20, scope: !11)
-!53 = !DILocation(line: 47, column: 20, scope: !11)
-!54 = !DILocation(line: 61, column: 35, scope: !11)
-!55 = !DILocation(line: 61, column: 44, scope: !11)
-!56 = !DILocation(line: 61, column: 31, scope: !11)
-!57 = !DILocation(line: 61, column: 58, scope: !11)
-!58 = !DILocation(line: 62, column: 20, scope: !11)
-!59 = !DILocation(line: 63, column: 41, scope: !11)
-!60 = !DILocation(line: 63, column: 31, scope: !11)
-!61 = !DILocation(line: 63, column: 55, scope: !11)
-!62 = !DILocation(line: 63, column: 106, scope: !11)
-!63 = !DILocation(line: 65, column: 36, scope: !11)
-!64 = !DILocation(line: 65, column: 31, scope: !11)
-!65 = !DILocation(line: 65, column: 63, scope: !11)
-!66 = !DILocation(line: 66, column: 20, scope: !11)
-!67 = !DILocation(line: 67, column: 20, scope: !11)
-!68 = !DILocation(line: 0, scope: !11)
-!69 = !DILocation(line: 72, column: 25, scope: !11)
-!70 = !DILocation(line: 72, column: 37, scope: !11)
-!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx
deleted file mode 100644
index 9f2aadc..0000000
--- a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ptx
+++ /dev/null
@@ -1,459 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_poi_fused__to_copy_cat_1 // -- Begin function triton_poi_fused__to_copy_cat_1
-.extern .func __assertfail
-(
-	.param .b64 __assertfail_param_0,
-	.param .b64 __assertfail_param_1,
-	.param .b32 __assertfail_param_2,
-	.param .b64 __assertfail_param_3,
-	.param .b64 __assertfail_param_4
-)
-.noreturn;
-.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
-.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
-.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-                                        // @triton_poi_fused__to_copy_cat_1
-.visible .entry triton_poi_fused__to_copy_cat_1(
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_0,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_1,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_2,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_3,
-	.param .u32 triton_poi_fused__to_copy_cat_1_param_4
-)
-.reqntid 128, 1, 1
-{
-	.reg .pred 	%p<28>;
-	.reg .b16 	%rs<15>;
-	.reg .b32 	%r<36>;
-	.reg .f32 	%f<15>;
-	.reg .b64 	%rd<50>;
-	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd5, [triton_poi_fused__to_copy_cat_1_param_0];
-	ld.param.u64 	%rd11, [triton_poi_fused__to_copy_cat_1_param_1];
-$L__tmp0:
-	.loc	1 21 28                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:28
-	// begin inline asm
-	mov.u32 %r7, %ctaid.x;
-	// end inline asm
-	.loc	1 21 33                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:33
-	shl.b32 	%r9, %r7, 7;
-	.loc	1 22 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:36
-	mov.u32 	%r10, %tid.x;
-	and.b32  	%r11, %r10, 127;
-	.loc	1 22 23                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:23
-	or.b32  	%r1, %r9, %r11;
-	.loc	1 25 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:25:19
-	shr.s32 	%r13, %r1, 31;
-	shr.u32 	%r14, %r13, 25;
-	add.s32 	%r15, %r1, %r14;
-	.loc	1 24 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:24:19
-	and.b32  	%r3, %r15, -128;
-	sub.s32 	%r2, %r1, %r3;
-	.loc	1 26 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:26:19
-	bfe.s32 	%r16, %r7, 24, 1;
-	shr.u32 	%r17, %r16, 23;
-	add.s32 	%r18, %r1, %r17;
-	shr.s32 	%r19, %r18, 9;
-	.loc	1 32 18                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:32:18
-	setp.gt.s32 	%p5, %r2, 63;
-	setp.lt.s32 	%p4, %r2, 64;
-	.loc	1 33 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:30
-	mul.wide.s32 	%rd12, %r1, 2;
-	add.s64 	%rd8, %rd5, %rd12;
-	mov.u16 	%rs2, 0;
-	.loc	1 33 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:46
-	// begin inline asm
-	mov.u16 %rs1, 0x0;
-	@%p4 ld.global.L1::evict_last.b16 { %rs1 }, [ %rd8 + 0 ];
-	@!%p4 mov.u16 %rs1, %rs2;
-	// end inline asm
-	.loc	1 35 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:30
-	mul.wide.s32 	%rd13, %r19, 8;
-	add.s64 	%rd10, %rd11, %rd13;
-	.loc	1 35 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:35
-	// begin inline asm
-	mov.u64 %rd9, 0x0;
-	@%p4 ld.global.L1::evict_last.b64 { %rd9 }, [ %rd10 + 0 ];
-	@!%p4 mov.u64 %rd9, 0x0;
-	// end inline asm
-	.loc	1 39 34                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:39:34
-	shr.u64 	%rd14, %rd9, 48;
-	and.b64  	%rd15, %rd14, 32768;
-	add.s64 	%rd2, %rd15, %rd9;
-	.loc	1 40 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:65
-	setp.lt.u64 	%p6, %rd2, 32768;
-	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
-	or.pred  	%p7, %p5, %p6;
-	@%p7 bra 	$L__BB0_2;
-	bra.uni 	$L__BB0_1;
-$L__BB0_2:
-	.loc	1 0 119                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:119
-	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_1_param_2];
-	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
-	bar.sync 	0;
-	.loc	1 41 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:31
-	shl.b64 	%rd22, %rd2, 9;
-	add.s64 	%rd23, %rd6, %rd22;
-	mul.wide.s32 	%rd24, %r2, 4;
-	add.s64 	%rd16, %rd23, %rd24;
-	mov.b32 	%r24, 0;
-	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
-	// begin inline asm
-	mov.u32 %r20, 0x0;
-	@%p4 ld.global.L1::evict_last.b32 { %r20 }, [ %rd16 + 0 ];
-	@!%p4 mov.u32 %r20, %r24;
-	// end inline asm
-	.loc	1 43 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:36
-	or.b32  	%r26, %r3, 64;
-	.loc	1 43 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:46
-	add.s32 	%r27, %r26, %r2;
-	.loc	1 43 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:31
-	mul.wide.s32 	%rd25, %r27, 2;
-	add.s64 	%rd17, %rd5, %rd25;
-	.loc	1 43 52                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:52
-	// begin inline asm
-	mov.u16 %rs4, 0x0;
-	@%p4 ld.global.L1::evict_last.b16 { %rs4 }, [ %rd17 + 0 ];
-	@!%p4 mov.u16 %rs4, %rs2;
-	// end inline asm
-	.loc	1 45 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:31
-	add.s64 	%rd18, %rd16, 256;
-	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
-	// begin inline asm
-	mov.u32 %r23, 0x0;
-	@%p4 ld.global.L1::evict_last.b32 { %r23 }, [ %rd18 + 0 ];
-	@!%p4 mov.u32 %r23, %r24;
-	// end inline asm
-	.loc	1 53 54                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:54
-	add.s32 	%r6, %r2, -64;
-	.loc	1 53 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:46
-	add.s32 	%r28, %r26, %r6;
-	.loc	1 53 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:31
-	mul.wide.s32 	%rd26, %r28, 2;
-	add.s64 	%rd19, %rd5, %rd26;
-	.loc	1 53 60                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:60
-	// begin inline asm
-	mov.u16 %rs7, 0x0;
-	@%p5 ld.global.L1::evict_last.b16 { %rs7 }, [ %rd19 + 0 ];
-	@!%p5 mov.u16 %rs7, %rs2;
-	// end inline asm
-	.loc	1 55 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:55:36
-	// begin inline asm
-	mov.u64 %rd20, 0x0;
-	@%p5 ld.global.L1::evict_last.b64 { %rd20 }, [ %rd10 + 0 ];
-	@!%p5 mov.u64 %rd20, 0x0;
-	// end inline asm
-	.loc	1 59 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:59:35
-	shr.u64 	%rd27, %rd20, 48;
-	and.b64  	%rd28, %rd27, 32768;
-	add.s64 	%rd4, %rd28, %rd20;
-	.loc	1 60 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:65
-	setp.lt.u64 	%p18, %rd4, 32768;
-	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
-	or.pred  	%p19, %p4, %p18;
-	@%p19 bra 	$L__BB0_4;
-	bra.uni 	$L__BB0_3;
-$L__BB0_4:
-	.loc	1 0 120                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:120
-	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_1_param_3];
-	// begin inline asm
-	cvt.f32.bf16 %r8, %rs1;
-	// end inline asm
-	mov.b32 	%f1, %r8;
-	cvt.s64.s32 	%rd3, %r2;
-	// begin inline asm
-	cvt.f32.bf16 %r22, %rs4;
-	// end inline asm
-	mov.b32 	%f2, %r22;
-	// begin inline asm
-	cvt.f32.bf16 %r25, %rs7;
-	// end inline asm
-	mov.b32 	%f3, %r25;
-	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
-	mov.b32 	%f4, %r20;
-	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
-	mov.b32 	%f5, %r23;
-	.loc	1 46 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:46:20
-	mul.f32 	%f6, %f2, %f5;
-	.loc	1 47 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:47:20
-	neg.f32 	%f7, %f6;
-	fma.rn.f32 	%f8, %f1, %f4, %f7;
-	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
-	bar.sync 	0;
-	.loc	1 61 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:31
-	shl.b64 	%rd33, %rd4, 9;
-	add.s64 	%rd34, %rd6, %rd33;
-	shl.b64 	%rd35, %rd3, 2;
-	add.s64 	%rd31, %rd34, %rd35;
-	add.s64 	%rd29, %rd31, -256;
-	.loc	1 61 58                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:58
-	// begin inline asm
-	mov.u32 %r29, 0x0;
-	@%p5 ld.global.L1::evict_last.b32 { %r29 }, [ %rd29 + 0 ];
-	@!%p5 mov.u32 %r29, %r24;
-	// end inline asm
-	mov.b32 	%f9, %r29;
-	.loc	1 63 41                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:41
-	add.s32 	%r35, %r3, %r6;
-	.loc	1 63 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:31
-	mul.wide.s32 	%rd36, %r35, 2;
-	add.s64 	%rd30, %rd5, %rd36;
-	.loc	1 63 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:55
-	// begin inline asm
-	mov.u16 %rs12, 0x0;
-	@%p5 ld.global.L1::evict_last.b16 { %rs12 }, [ %rd30 + 0 ];
-	@!%p5 mov.u16 %rs12, %rs2;
-	// end inline asm
-	.loc	1 63 106                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:106
-	// begin inline asm
-	cvt.f32.bf16 %r31, %rs12;
-	// end inline asm
-	mov.b32 	%f10, %r31;
-	.loc	1 65 63                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:65:63
-	// begin inline asm
-	mov.u32 %r32, 0x0;
-	@%p5 ld.global.L1::evict_last.b32 { %r32 }, [ %rd31 + 0 ];
-	@!%p5 mov.u32 %r32, %r24;
-	// end inline asm
-	mov.b32 	%f11, %r32;
-	.loc	1 66 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:66:20
-	mul.f32 	%f12, %f10, %f11;
-	.loc	1 67 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:67:20
-	fma.rn.f32 	%f13, %f3, %f9, %f12;
-	.loc	1 0 0                           // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:0
-	selp.f32 	%f14, %f8, %f13, %p4;
-	.loc	1 72 25                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:25
-	add.s64 	%rd32, %rd7, %rd12;
-	.loc	1 72 37                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:37
-	mov.b32 	%r34, %f14;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs14, %r34;
-	// end inline asm
-	mov.pred 	%p26, -1;
-	// begin inline asm
-	@%p26 st.global.b16 [ %rd32 + 0 ], { %rs14 };
-	// end inline asm
-	.loc	1 72 4                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:4
-	ret;
-$L__BB0_1:
-	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
-	mov.u64 	%rd44, assertMessage_0;
-	cvta.global.u64 	%rd45, %rd44;
-	mov.u64 	%rd46, assertFile_0;
-	cvta.global.u64 	%rd47, %rd46;
-	mov.u64 	%rd48, assertFunc_0;
-	cvta.global.u64 	%rd49, %rd48;
-	{ // callseq 3, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd45;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd47;
-	.param .b32 param2;
-	st.param.b32 	[param2], 40;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd49;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 3
-	trap;
-$L__BB0_3:
-	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
-	mov.u64 	%rd38, assertMessage_1;
-	cvta.global.u64 	%rd39, %rd38;
-	mov.u64 	%rd40, assertFile_1;
-	cvta.global.u64 	%rd41, %rd40;
-	mov.u64 	%rd42, assertFunc_1;
-	cvta.global.u64 	%rd43, %rd42;
-	{ // callseq 2, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd39;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd41;
-	.param .b32 param2;
-	st.param.b32 	[param2], 60;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd43;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 2
-	trap;
-$L__tmp1:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 0                                   // DW_CHILDREN_no
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 125                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 108
-.b8 122
-.b8 112
-.b8 116
-.b8 99
-.b8 121
-.b8 104
-.b8 117
-.b8 110
-.b8 100
-.b8 122
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-.b8 103
-.b8 97
-.b8 116
-.b8 119
-.b8 117
-.b8 53
-.b8 111
-.b8 50
-.b8 54
-.b8 112
-.b8 53
-.b8 50
-.b8 112
-.b8 118
-.b8 115
-.b8 114
-.b8 114
-.b8 110
-.b8 98
-.b8 107
-.b8 101
-.b8 117
-.b8 120
-.b8 101
-.b8 108
-.b8 120
-.b8 105
-.b8 108
-.b8 121
-.b8 112
-.b8 112
-.b8 110
-.b8 100
-.b8 117
-.b8 54
-.b8 107
-.b8 105
-.b8 120
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
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-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
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-.b8 110
-.b8 100
-.b8 117
-.b8 99
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-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 122
-.b8 0
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir
deleted file mode 100644
index 75d4bd2..0000000
--- a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttgir
+++ /dev/null
@@ -1,181 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [1], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<32768> : tensor<128xi64, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<0> : tensor<128xi64, #blocked> loc(#loc1)
-    %cst_1 = arith.constant dense<0.000000e+00> : tensor<128xbf16, #blocked> loc(#loc1)
-    %cst_2 = arith.constant dense<-64> : tensor<128xi32, #blocked> loc(#loc1)
-    %cst_3 = arith.constant dense<64> : tensor<128xi32, #blocked> loc(#loc1)
-    %cst_4 = arith.constant dense<128> : tensor<128xi64, #blocked> loc(#loc1)
-    %cst_5 = arith.constant dense<0.000000e+00> : tensor<128xf32, #blocked> loc(#loc1)
-    %cst_6 = arith.constant dense<64> : tensor<128xi64, #blocked> loc(#loc1)
-    %cst_7 = arith.constant dense<512> : tensor<128xi32, #blocked> loc(#loc1)
-    %cst_8 = arith.constant dense<128> : tensor<128xi32, #blocked> loc(#loc1)
-    %cst_9 = arith.constant dense<true> : tensor<128xi1, #blocked> loc(#loc1)
-    %c128_i32 = arith.constant 128 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c128_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 128 : i32, start = 0 : i32} : tensor<128xi32, #blocked> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<128xi32, #blocked> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<128xi32, #blocked> loc(#loc5)
-    %5 = arith.remsi %4, %cst_8 : tensor<128xi32, #blocked> loc(#loc6)
-    %6 = arith.divsi %4, %cst_8 : tensor<128xi32, #blocked> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<128xi32, #blocked> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<128xi32, #blocked> to tensor<128xi64, #blocked> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst_6 : tensor<128xi64, #blocked> loc(#loc9)
-    %10 = arith.muli %6, %cst_8 : tensor<128xi32, #blocked> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<128xi32, #blocked> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc13)
-    %15 = arith.extf %14 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<128x!tt.ptr<i64>, #blocked> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<128x!tt.ptr<i64>, #blocked>, tensor<128xi32, #blocked> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>, #blocked> loc(#loc16)
-    %19 = arith.addi %18, %cst : tensor<128xi64, #blocked> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_0 : tensor<128xi64, #blocked> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<128xi1, #blocked>, tensor<128xi64, #blocked> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_0 : tensor<128xi64, #blocked> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst : tensor<128xi64, #blocked> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<128xi1, #blocked> loc(#loc22)
-    %25 = arith.xori %9, %cst_9 : tensor<128xi1, #blocked> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<128xi1, #blocked> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<128xi1, #blocked> loc(#loc25)
-    %27 = arith.muli %21, %cst_4 : tensor<128xi64, #blocked> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<128xi64, #blocked> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<128x!tt.ptr<f32>, #blocked> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<128xf32, #blocked> loc(#loc30)
-    %33 = arith.addi %10, %cst_3 : tensor<128xi32, #blocked> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<128xi32, #blocked> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc34)
-    %37 = arith.extf %36 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc35)
-    %38 = arith.addi %27, %cst_6 : tensor<128xi64, #blocked> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<128xi64, #blocked> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<128xf32, #blocked> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<128xf32, #blocked> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst_6 : tensor<128xi64, #blocked> loc(#loc42)
-    %45 = arith.addi %5, %cst_2 : tensor<128xi32, #blocked> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<128xi32, #blocked> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc46)
-    %49 = arith.extf %48 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>, #blocked> loc(#loc48)
-    %51 = arith.addi %50, %cst : tensor<128xi64, #blocked> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_0 : tensor<128xi64, #blocked> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<128xi1, #blocked>, tensor<128xi64, #blocked> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_0 : tensor<128xi64, #blocked> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst : tensor<128xi64, #blocked> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<128xi1, #blocked> loc(#loc54)
-    %57 = arith.xori %44, %cst_9 : tensor<128xi1, #blocked> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<128xi1, #blocked> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<128xi1, #blocked> loc(#loc57)
-    %59 = arith.muli %53, %cst_4 : tensor<128xi64, #blocked> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<128xi32, #blocked> to tensor<128xi64, #blocked> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<128xi64, #blocked> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<128xf32, #blocked> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<128xi32, #blocked> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc65)
-    %68 = arith.extf %67 : tensor<128xbf16, #blocked> to tensor<128xf32, #blocked> loc(#loc66)
-    %69 = arith.addi %59, %cst_6 : tensor<128xi64, #blocked> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<128xi64, #blocked> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<128x!tt.ptr<f32>, #blocked>, tensor<128xi64, #blocked> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>, #blocked> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<128xf32, #blocked> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<128xf32, #blocked> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_5 : tensor<128xi1, #blocked>, tensor<128xf32, #blocked> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<128xi1, #blocked>, tensor<128xf32, #blocked> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<128x!tt.ptr<bf16>, #blocked>, tensor<128xi32, #blocked> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<128xf32, #blocked> to tensor<128xbf16, #blocked> loc(#loc77)
-    tt.store %78, %79 : tensor<128x!tt.ptr<bf16>, #blocked> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:106)
-#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:36)
-#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:49)
-#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:31)
-#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:63)
-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:4)
-#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir b/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir
deleted file mode 100644
index 9ec5c22..0000000
--- a/tmp/torchinductor_ljp/triton/0/e_jQ-u5m2DgAij-8MI4LEWHCp_eHBOl5FbOR3it2gc0/triton_poi_fused__to_copy_cat_1.ttir
+++ /dev/null
@@ -1,180 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
-module {
-  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<32768> : tensor<128xi64> loc(#loc1)
-    %cst_0 = arith.constant dense<0> : tensor<128xi64> loc(#loc1)
-    %cst_1 = arith.constant dense<0.000000e+00> : tensor<128xbf16> loc(#loc1)
-    %cst_2 = arith.constant dense<-64> : tensor<128xi32> loc(#loc1)
-    %cst_3 = arith.constant dense<64> : tensor<128xi32> loc(#loc1)
-    %cst_4 = arith.constant dense<128> : tensor<128xi64> loc(#loc1)
-    %cst_5 = arith.constant dense<0.000000e+00> : tensor<128xf32> loc(#loc1)
-    %cst_6 = arith.constant dense<64> : tensor<128xi64> loc(#loc1)
-    %cst_7 = arith.constant dense<512> : tensor<128xi32> loc(#loc1)
-    %cst_8 = arith.constant dense<128> : tensor<128xi32> loc(#loc1)
-    %cst_9 = arith.constant dense<true> : tensor<128xi1> loc(#loc1)
-    %c128_i32 = arith.constant 128 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c128_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 128 : i32, start = 0 : i32} : tensor<128xi32> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<128xi32> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<128xi32> loc(#loc5)
-    %5 = arith.remsi %4, %cst_8 : tensor<128xi32> loc(#loc6)
-    %6 = arith.divsi %4, %cst_8 : tensor<128xi32> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<128xi32> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<128xi32> to tensor<128xi64> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst_6 : tensor<128xi64> loc(#loc9)
-    %10 = arith.muli %6, %cst_8 : tensor<128xi32> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<128xi32> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc13)
-    %15 = arith.extf %14 : tensor<128xbf16> to tensor<128xf32> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<128x!tt.ptr<i64>> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<128x!tt.ptr<i64>>, tensor<128xi32> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>> loc(#loc16)
-    %19 = arith.addi %18, %cst : tensor<128xi64> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_0 : tensor<128xi64> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<128xi1>, tensor<128xi64> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_0 : tensor<128xi64> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst : tensor<128xi64> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<128xi1> loc(#loc22)
-    %25 = arith.xori %9, %cst_9 : tensor<128xi1> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<128xi1> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<128xi1> loc(#loc25)
-    %27 = arith.muli %21, %cst_4 : tensor<128xi64> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<128xi64> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<128x!tt.ptr<f32>> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<128xf32> loc(#loc30)
-    %33 = arith.addi %10, %cst_3 : tensor<128xi32> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<128xi32> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc34)
-    %37 = arith.extf %36 : tensor<128xbf16> to tensor<128xf32> loc(#loc35)
-    %38 = arith.addi %27, %cst_6 : tensor<128xi64> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<128xi64> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<128xf32> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<128xf32> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst_6 : tensor<128xi64> loc(#loc42)
-    %45 = arith.addi %5, %cst_2 : tensor<128xi32> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<128xi32> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc46)
-    %49 = arith.extf %48 : tensor<128xbf16> to tensor<128xf32> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<128x!tt.ptr<i64>> loc(#loc48)
-    %51 = arith.addi %50, %cst : tensor<128xi64> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_0 : tensor<128xi64> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<128xi1>, tensor<128xi64> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_0 : tensor<128xi64> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst : tensor<128xi64> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<128xi1> loc(#loc54)
-    %57 = arith.xori %44, %cst_9 : tensor<128xi1> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<128xi1> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<128xi1> loc(#loc57)
-    %59 = arith.muli %53, %cst_4 : tensor<128xi64> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<128xi32> to tensor<128xi64> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<128xi64> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<128xf32> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<128xi32> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<128x!tt.ptr<bf16>> loc(#loc65)
-    %68 = arith.extf %67 : tensor<128xbf16> to tensor<128xf32> loc(#loc66)
-    %69 = arith.addi %59, %cst_6 : tensor<128xi64> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<128xi64> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<128x!tt.ptr<f32>>, tensor<128xi64> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<128x!tt.ptr<f32>> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<128xf32> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<128xf32> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_5 : tensor<128xi1>, tensor<128xf32> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<128xi1>, tensor<128xf32> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<128x!tt.ptr<bf16>> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<128x!tt.ptr<bf16>>, tensor<128xi32> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<128xf32> to tensor<128xbf16> loc(#loc77)
-    tt.store %78, %79 : tensor<128x!tt.ptr<bf16>> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
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diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json
deleted file mode 100644
index f0c1f82..0000000
--- a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/__grp__triton_poi_fused__to_copy_cat_0.json
+++ /dev/null
@@ -1 +0,0 @@
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deleted file mode 100644
index c52696e..0000000
--- a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "af17798c664eedd7cb0991c56daf149e34f3987797712820341c7e9b03a57406", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 8, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_0"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir
deleted file mode 100644
index 5092fdf..0000000
--- a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.llir
+++ /dev/null
@@ -1,246 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-p3:32:32-p4:32:32-p5:32:32-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
-@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
-@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
-@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
-@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py\00"
-@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
-
-; Function Attrs: noreturn
-declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
-
-define void @triton_poi_fused__to_copy_cat_0(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
-  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
-  %7 = shl i32 %6, 9, !dbg !13
-  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
-  %9 = shl i32 %8, 1, !dbg !14
-  %10 = and i32 %9, 510, !dbg !14
-  %11 = or disjoint i32 %7, %10, !dbg !15
-  %.frozen = freeze i32 %11, !dbg !16
-  %12 = sdiv i32 %.frozen, 128, !dbg !16
-  %13 = mul i32 %12, 128, !dbg !17
-  %.decomposed = sub i32 %.frozen, %13, !dbg !17
-  %14 = sdiv i32 %11, 3584, !dbg !18
-  %15 = icmp slt i32 %.decomposed, 64, !dbg !19
-  %16 = shl nsw i32 %12, 7, !dbg !20
-  %17 = add i32 %16, %.decomposed, !dbg !21
-  %18 = sext i32 %17 to i64, !dbg !22
-  %19 = getelementptr bfloat, ptr addrspace(1) %0, i64 %18, !dbg !22
-  %20 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %19, i1 %15, i32 0, i1 %15) #3, !dbg !23
-  %21 = bitcast i32 %20 to <2 x bfloat>, !dbg !23
-  %22 = extractelement <2 x bfloat> %21, i64 0, !dbg !23
-  %23 = extractelement <2 x bfloat> %21, i64 1, !dbg !23
-  %24 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %22) #3, !dbg !24
-  %25 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #3, !dbg !24
-  %26 = sext i32 %14 to i64, !dbg !25
-  %27 = getelementptr i64, ptr addrspace(1) %1, i64 %26, !dbg !25
-  %28 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
-  %29 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
-  %30 = lshr i64 %28, 48, !dbg !27
-  %31 = and i64 %30, 32768, !dbg !27
-  %32 = add i64 %31, %28, !dbg !27
-  %33 = icmp ugt i64 %32, 32767, !dbg !28
-  %.not1 = and i1 %15, %33, !dbg !29
-  br i1 %.not1, label %34, label %35, !dbg !29
-
-34:                                               ; preds = %5
-  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
-  unreachable, !dbg !29
-
-35:                                               ; preds = %5
-  %36 = sext i32 %.decomposed to i64, !dbg !19
-  tail call void @llvm.nvvm.barrier0(), !dbg !29
-  %37 = shl i64 %32, 7, !dbg !30
-  %38 = getelementptr float, ptr addrspace(1) %2, i64 %37, !dbg !31
-  %39 = getelementptr float, ptr addrspace(1) %38, i64 %36, !dbg !31
-  %40 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %39, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
-  %41 = or disjoint i32 %16, 64, !dbg !33
-  %42 = add i32 %41, %.decomposed, !dbg !34
-  %43 = sext i32 %42 to i64, !dbg !35
-  %44 = getelementptr bfloat, ptr addrspace(1) %0, i64 %43, !dbg !35
-  %45 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %44, i1 %15, i32 0, i1 %15) #3, !dbg !36
-  %46 = bitcast i32 %45 to <2 x bfloat>, !dbg !36
-  %47 = extractelement <2 x bfloat> %46, i64 0, !dbg !36
-  %48 = extractelement <2 x bfloat> %46, i64 1, !dbg !36
-  %49 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %47) #3, !dbg !37
-  %50 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %48) #3, !dbg !37
-  %51 = or disjoint i64 %37, 64, !dbg !38
-  %52 = getelementptr float, ptr addrspace(1) %2, i64 %51, !dbg !39
-  %53 = getelementptr float, ptr addrspace(1) %52, i64 %36, !dbg !39
-  %54 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %53, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
-  %55 = icmp sgt i32 %.decomposed, 63, !dbg !41
-  %56 = add nsw i32 %.decomposed, -64, !dbg !42
-  %57 = add i32 %41, %56, !dbg !43
-  %58 = sext i32 %57 to i64, !dbg !44
-  %59 = getelementptr bfloat, ptr addrspace(1) %0, i64 %58, !dbg !44
-  %60 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %59, i1 %55, i32 0, i1 %55) #3, !dbg !45
-  %61 = bitcast i32 %60 to <2 x bfloat>, !dbg !45
-  %62 = extractelement <2 x bfloat> %61, i64 0, !dbg !45
-  %63 = extractelement <2 x bfloat> %61, i64 1, !dbg !45
-  %64 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %62) #3, !dbg !46
-  %65 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %63) #3, !dbg !46
-  %66 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
-  %67 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
-  %68 = lshr i64 %66, 48, !dbg !48
-  %69 = and i64 %68, 32768, !dbg !48
-  %70 = add i64 %69, %66, !dbg !48
-  %71 = icmp ugt i64 %70, 32767, !dbg !49
-  %.not2 = and i1 %55, %71, !dbg !50
-  br i1 %.not2, label %72, label %73, !dbg !50
-
-72:                                               ; preds = %35
-  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
-  unreachable, !dbg !50
-
-73:                                               ; preds = %35
-  %74 = extractvalue { i32, i32 } %40, 1, !dbg !32
-  %75 = bitcast i32 %74 to float, !dbg !32
-  %76 = fmul float %25, %75, !dbg !51
-  %77 = extractvalue { i32, i32 } %54, 1, !dbg !40
-  %78 = bitcast i32 %77 to float, !dbg !40
-  %79 = fmul float %50, %78, !dbg !52
-  %80 = fsub float %76, %79, !dbg !53
-  %81 = extractvalue { i32, i32 } %40, 0, !dbg !32
-  %82 = bitcast i32 %81 to float, !dbg !32
-  %83 = fmul float %24, %82, !dbg !51
-  %84 = extractvalue { i32, i32 } %54, 0, !dbg !40
-  %85 = bitcast i32 %84 to float, !dbg !40
-  %86 = fmul float %49, %85, !dbg !52
-  %87 = fsub float %83, %86, !dbg !53
-  tail call void @llvm.nvvm.barrier0(), !dbg !50
-  %88 = shl i64 %70, 7, !dbg !54
-  %89 = sext i32 %56 to i64, !dbg !55
-  %90 = getelementptr float, ptr addrspace(1) %2, i64 %88, !dbg !56
-  %91 = getelementptr float, ptr addrspace(1) %90, i64 %89, !dbg !56
-  %92 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %91, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !57
-  %93 = extractvalue { i32, i32 } %92, 0, !dbg !57
-  %94 = extractvalue { i32, i32 } %92, 1, !dbg !57
-  %95 = bitcast i32 %93 to float, !dbg !57
-  %96 = bitcast i32 %94 to float, !dbg !57
-  %97 = fmul float %64, %95, !dbg !58
-  %98 = fmul float %65, %96, !dbg !58
-  %99 = add i32 %16, %56, !dbg !59
-  %100 = sext i32 %99 to i64, !dbg !60
-  %101 = getelementptr bfloat, ptr addrspace(1) %0, i64 %100, !dbg !60
-  %102 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %101, i1 %55, i32 0, i1 %55) #3, !dbg !61
-  %103 = bitcast i32 %102 to <2 x bfloat>, !dbg !61
-  %104 = extractelement <2 x bfloat> %103, i64 0, !dbg !61
-  %105 = extractelement <2 x bfloat> %103, i64 1, !dbg !61
-  %106 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %104) #3, !dbg !62
-  %107 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %105) #3, !dbg !62
-  %108 = or disjoint i64 %88, 64, !dbg !63
-  %109 = getelementptr float, ptr addrspace(1) %2, i64 %108, !dbg !64
-  %110 = getelementptr float, ptr addrspace(1) %109, i64 %89, !dbg !64
-  %111 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %110, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !65
-  %112 = extractvalue { i32, i32 } %111, 0, !dbg !65
-  %113 = extractvalue { i32, i32 } %111, 1, !dbg !65
-  %114 = bitcast i32 %112 to float, !dbg !65
-  %115 = bitcast i32 %113 to float, !dbg !65
-  %116 = fmul float %106, %114, !dbg !66
-  %117 = fmul float %107, %115, !dbg !66
-  %118 = fadd float %97, %116, !dbg !67
-  %119 = fadd float %98, %117, !dbg !67
-  %120 = select i1 %15, float %87, float %118, !dbg !68
-  %121 = select i1 %15, float %80, float %119, !dbg !68
-  %122 = sext i32 %11 to i64, !dbg !69
-  %123 = getelementptr bfloat, ptr addrspace(1) %3, i64 %122, !dbg !69
-  %124 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %120) #3, !dbg !70
-  %125 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %121) #3, !dbg !70
-  %126 = insertelement <2 x bfloat> poison, bfloat %124, i64 0, !dbg !70
-  %127 = insertelement <2 x bfloat> %126, bfloat %125, i64 1, !dbg !70
-  %128 = bitcast <2 x bfloat> %127 to i32, !dbg !70
-  tail call void asm sideeffect "@$2 st.global.b32 [ $1 + 0 ], { $0 };", "r,l,b"(i32 %128, ptr addrspace(1) %123, i1 true) #3, !dbg !70
-  ret void, !dbg !71
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
-
-; Function Attrs: convergent nocallback nounwind
-declare void @llvm.nvvm.barrier0() #2
-
-attributes #0 = { noreturn }
-attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #2 = { convergent nocallback nounwind }
-attributes #3 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b")
-!4 = !{ptr @triton_poi_fused__to_copy_cat_0, !"kernel", i32 1}
-!5 = !{ptr @triton_poi_fused__to_copy_cat_0, !"reqntidx", i32 256}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
-!8 = !DIFile(filename: "<unknown>", directory: "")
-!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
-!10 = !{}
-!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_0", linkageName: "triton_poi_fused__to_copy_cat_0", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!12 = !DILocation(line: 21, column: 28, scope: !11)
-!13 = !DILocation(line: 21, column: 33, scope: !11)
-!14 = !DILocation(line: 22, column: 36, scope: !11)
-!15 = !DILocation(line: 22, column: 23, scope: !11)
-!16 = !DILocation(line: 25, column: 19, scope: !11)
-!17 = !DILocation(line: 24, column: 19, scope: !11)
-!18 = !DILocation(line: 26, column: 19, scope: !11)
-!19 = !DILocation(line: 32, column: 18, scope: !11)
-!20 = !DILocation(line: 33, column: 34, scope: !11)
-!21 = !DILocation(line: 33, column: 40, scope: !11)
-!22 = !DILocation(line: 33, column: 30, scope: !11)
-!23 = !DILocation(line: 33, column: 46, scope: !11)
-!24 = !DILocation(line: 33, column: 96, scope: !11)
-!25 = !DILocation(line: 35, column: 30, scope: !11)
-!26 = !DILocation(line: 35, column: 35, scope: !11)
-!27 = !DILocation(line: 39, column: 34, scope: !11)
-!28 = !DILocation(line: 40, column: 65, scope: !11)
-!29 = !DILocation(line: 40, column: 119, scope: !11)
-!30 = !DILocation(line: 41, column: 35, scope: !11)
-!31 = !DILocation(line: 41, column: 31, scope: !11)
-!32 = !DILocation(line: 41, column: 50, scope: !11)
-!33 = !DILocation(line: 43, column: 36, scope: !11)
-!34 = !DILocation(line: 43, column: 46, scope: !11)
-!35 = !DILocation(line: 43, column: 31, scope: !11)
-!36 = !DILocation(line: 43, column: 52, scope: !11)
-!37 = !DILocation(line: 43, column: 102, scope: !11)
-!38 = !DILocation(line: 45, column: 36, scope: !11)
-!39 = !DILocation(line: 45, column: 31, scope: !11)
-!40 = !DILocation(line: 45, column: 55, scope: !11)
-!41 = !DILocation(line: 50, column: 20, scope: !11)
-!42 = !DILocation(line: 53, column: 54, scope: !11)
-!43 = !DILocation(line: 53, column: 46, scope: !11)
-!44 = !DILocation(line: 53, column: 31, scope: !11)
-!45 = !DILocation(line: 53, column: 60, scope: !11)
-!46 = !DILocation(line: 53, column: 111, scope: !11)
-!47 = !DILocation(line: 55, column: 36, scope: !11)
-!48 = !DILocation(line: 59, column: 35, scope: !11)
-!49 = !DILocation(line: 60, column: 65, scope: !11)
-!50 = !DILocation(line: 60, column: 120, scope: !11)
-!51 = !DILocation(line: 42, column: 19, scope: !11)
-!52 = !DILocation(line: 46, column: 20, scope: !11)
-!53 = !DILocation(line: 47, column: 20, scope: !11)
-!54 = !DILocation(line: 61, column: 35, scope: !11)
-!55 = !DILocation(line: 61, column: 44, scope: !11)
-!56 = !DILocation(line: 61, column: 31, scope: !11)
-!57 = !DILocation(line: 61, column: 58, scope: !11)
-!58 = !DILocation(line: 62, column: 20, scope: !11)
-!59 = !DILocation(line: 63, column: 41, scope: !11)
-!60 = !DILocation(line: 63, column: 31, scope: !11)
-!61 = !DILocation(line: 63, column: 55, scope: !11)
-!62 = !DILocation(line: 63, column: 106, scope: !11)
-!63 = !DILocation(line: 65, column: 36, scope: !11)
-!64 = !DILocation(line: 65, column: 31, scope: !11)
-!65 = !DILocation(line: 65, column: 63, scope: !11)
-!66 = !DILocation(line: 66, column: 20, scope: !11)
-!67 = !DILocation(line: 67, column: 20, scope: !11)
-!68 = !DILocation(line: 0, scope: !11)
-!69 = !DILocation(line: 72, column: 25, scope: !11)
-!70 = !DILocation(line: 72, column: 37, scope: !11)
-!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx
deleted file mode 100644
index c922b34..0000000
--- a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ptx
+++ /dev/null
@@ -1,517 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_poi_fused__to_copy_cat_0 // -- Begin function triton_poi_fused__to_copy_cat_0
-.extern .func __assertfail
-(
-	.param .b64 __assertfail_param_0,
-	.param .b64 __assertfail_param_1,
-	.param .b32 __assertfail_param_2,
-	.param .b64 __assertfail_param_3,
-	.param .b64 __assertfail_param_4
-)
-.noreturn;
-.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
-.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 55, 98, 47, 99, 55, 98, 120, 122, 106, 51, 105, 102, 112, 105, 98, 113, 111, 53, 122, 114, 113, 99, 55, 100, 54, 118, 102, 117, 119, 55, 106, 51, 101, 99, 119, 109, 111, 119, 97, 111, 119, 102, 119, 53, 120, 100, 112, 106, 55, 114, 101, 50, 53, 55, 106, 46, 112, 121};
-.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-                                        // @triton_poi_fused__to_copy_cat_0
-.visible .entry triton_poi_fused__to_copy_cat_0(
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_0,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_1,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_2,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_0_param_3,
-	.param .u32 triton_poi_fused__to_copy_cat_0_param_4
-)
-.reqntid 256, 1, 1
-{
-	.reg .pred 	%p<36>;
-	.reg .b16 	%rs<21>;
-	.reg .b32 	%r<67>;
-	.reg .f32 	%f<29>;
-	.reg .b64 	%rd<54>;
-	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd5, [triton_poi_fused__to_copy_cat_0_param_0];
-	ld.param.u64 	%rd13, [triton_poi_fused__to_copy_cat_0_param_1];
-$L__tmp0:
-	.loc	1 21 28                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:28
-	// begin inline asm
-	mov.u32 %r9, %ctaid.x;
-	// end inline asm
-	.loc	1 21 33                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:21:33
-	shl.b32 	%r14, %r9, 9;
-	.loc	1 22 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:36
-	mov.u32 	%r15, %tid.x;
-	shl.b32 	%r16, %r15, 1;
-	and.b32  	%r17, %r16, 510;
-	.loc	1 22 23                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:22:23
-	or.b32  	%r1, %r14, %r17;
-	.loc	1 25 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:25:19
-	shr.s32 	%r19, %r1, 31;
-	shr.u32 	%r20, %r19, 25;
-	add.s32 	%r21, %r1, %r20;
-	.loc	1 24 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:24:19
-	and.b32  	%r3, %r21, -128;
-	sub.s32 	%r2, %r1, %r3;
-	.loc	1 26 19                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:26:19
-	mul.hi.s32 	%r22, %r1, -1840700269;
-	mad.lo.s32 	%r23, %r1, 1, %r22;
-	shr.u32 	%r24, %r23, 31;
-	shr.s32 	%r25, %r23, 11;
-	add.s32 	%r26, %r25, %r24;
-	.loc	1 32 18                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:32:18
-	setp.gt.s32 	%p7, %r2, 63;
-	setp.lt.s32 	%p6, %r2, 64;
-	.loc	1 33 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:30
-	mul.wide.s32 	%rd14, %r1, 2;
-	add.s64 	%rd8, %rd5, %rd14;
-	mov.b32 	%r11, 0;
-	.loc	1 33 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:33:46
-	// begin inline asm
-	mov.u32 %r10, 0x0;
-	@%p6 ld.global.L1::evict_last.b32 { %r10 }, [ %rd8 + 0 ];
-	@!%p6 mov.u32 %r10, %r11;
-	// end inline asm
-	mov.b32 	{%rs3, %rs4}, %r10;
-	.loc	1 35 30                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:30
-	mul.wide.s32 	%rd15, %r26, 8;
-	add.s64 	%rd12, %rd13, %rd15;
-	.loc	1 35 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:35:35
-	// begin inline asm
-	mov.u64 %rd9, 0x0;
-	@%p6 ld.global.L1::evict_last.b64 { %rd9 }, [ %rd12 + 0 ];
-	@!%p6 mov.u64 %rd9, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd11, 0x0;
-	@%p6 ld.global.L1::evict_last.b64 { %rd11 }, [ %rd12 + 0 ];
-	@!%p6 mov.u64 %rd11, 0x0;
-	// end inline asm
-	.loc	1 39 34                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:39:34
-	shr.u64 	%rd16, %rd9, 48;
-	and.b64  	%rd17, %rd16, 32768;
-	add.s64 	%rd2, %rd17, %rd9;
-	.loc	1 40 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:65
-	setp.lt.u64 	%p8, %rd2, 32768;
-	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
-	or.pred  	%p9, %p7, %p8;
-	@%p9 bra 	$L__BB0_2;
-	bra.uni 	$L__BB0_1;
-$L__BB0_2:
-	.loc	1 0 119                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:119
-	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_0_param_2];
-	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
-	bar.sync 	0;
-	.loc	1 41 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:31
-	shl.b64 	%rd26, %rd2, 9;
-	add.s64 	%rd27, %rd6, %rd26;
-	mul.wide.s32 	%rd28, %r2, 4;
-	add.s64 	%rd18, %rd27, %rd28;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	// begin inline asm
-	mov.u32 %r28, 0x0;
-	mov.u32 %r29, 0x0;
-	@%p6 ld.global.L1::evict_last.v2.b32 { %r28, %r29 }, [ %rd18 + 0 ];
-	@!%p6 mov.u32 %r28, %r11;
-	@!%p6 mov.u32 %r29, %r11;
-	// end inline asm
-	.loc	1 43 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:36
-	or.b32  	%r44, %r3, 64;
-	.loc	1 43 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:46
-	add.s32 	%r45, %r44, %r2;
-	.loc	1 43 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:31
-	mul.wide.s32 	%rd29, %r45, 2;
-	add.s64 	%rd19, %rd5, %rd29;
-	.loc	1 43 52                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:43:52
-	// begin inline asm
-	mov.u32 %r32, 0x0;
-	@%p6 ld.global.L1::evict_last.b32 { %r32 }, [ %rd19 + 0 ];
-	@!%p6 mov.u32 %r32, %r11;
-	// end inline asm
-	mov.b32 	{%rs9, %rs10}, %r32;
-	.loc	1 45 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:31
-	add.s64 	%rd20, %rd18, 256;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	// begin inline asm
-	mov.u32 %r36, 0x0;
-	mov.u32 %r37, 0x0;
-	@%p6 ld.global.L1::evict_last.v2.b32 { %r36, %r37 }, [ %rd20 + 0 ];
-	@!%p6 mov.u32 %r36, %r11;
-	@!%p6 mov.u32 %r37, %r11;
-	// end inline asm
-	.loc	1 53 54                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:54
-	add.s32 	%r8, %r2, -64;
-	.loc	1 53 46                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:46
-	add.s32 	%r47, %r44, %r8;
-	.loc	1 53 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:31
-	mul.wide.s32 	%rd30, %r47, 2;
-	add.s64 	%rd21, %rd5, %rd30;
-	.loc	1 53 60                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:53:60
-	// begin inline asm
-	mov.u32 %r40, 0x0;
-	@%p7 ld.global.L1::evict_last.b32 { %r40 }, [ %rd21 + 0 ];
-	@!%p7 mov.u32 %r40, %r11;
-	// end inline asm
-	mov.b32 	{%rs11, %rs12}, %r40;
-	.loc	1 55 36                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:55:36
-	// begin inline asm
-	mov.u64 %rd22, 0x0;
-	@%p7 ld.global.L1::evict_last.b64 { %rd22 }, [ %rd12 + 0 ];
-	@!%p7 mov.u64 %rd22, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd24, 0x0;
-	@%p7 ld.global.L1::evict_last.b64 { %rd24 }, [ %rd12 + 0 ];
-	@!%p7 mov.u64 %rd24, 0x0;
-	// end inline asm
-	.loc	1 59 35                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:59:35
-	shr.u64 	%rd31, %rd22, 48;
-	and.b64  	%rd32, %rd31, 32768;
-	add.s64 	%rd4, %rd32, %rd22;
-	.loc	1 60 65                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:65
-	setp.lt.u64 	%p24, %rd4, 32768;
-	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
-	or.pred  	%p25, %p6, %p24;
-	@%p25 bra 	$L__BB0_4;
-	bra.uni 	$L__BB0_3;
-$L__BB0_4:
-	.loc	1 0 120                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:120
-	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_0_param_3];
-	// begin inline asm
-	cvt.f32.bf16 %r12, %rs3;
-	// end inline asm
-	mov.b32 	%f1, %r12;
-	// begin inline asm
-	cvt.f32.bf16 %r13, %rs4;
-	// end inline asm
-	mov.b32 	%f2, %r13;
-	cvt.s64.s32 	%rd3, %r2;
-	// begin inline asm
-	cvt.f32.bf16 %r34, %rs9;
-	// end inline asm
-	mov.b32 	%f3, %r34;
-	// begin inline asm
-	cvt.f32.bf16 %r35, %rs10;
-	// end inline asm
-	mov.b32 	%f4, %r35;
-	// begin inline asm
-	cvt.f32.bf16 %r42, %rs11;
-	// end inline asm
-	mov.b32 	%f5, %r42;
-	// begin inline asm
-	cvt.f32.bf16 %r43, %rs12;
-	// end inline asm
-	mov.b32 	%f6, %r43;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f7, %r29;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f8, %r37;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f9, %f4, %f8;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f10, %f9;
-	fma.rn.f32 	%f11, %f2, %f7, %f10;
-	.loc	1 41 50                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:41:50
-	mov.b32 	%f12, %r28;
-	.loc	1 45 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:45:55
-	mov.b32 	%f13, %r36;
-	.loc	1 46 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:46:20
-	mul.f32 	%f14, %f3, %f13;
-	.loc	1 47 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:47:20
-	neg.f32 	%f15, %f14;
-	fma.rn.f32 	%f16, %f1, %f12, %f15;
-	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
-	bar.sync 	0;
-	.loc	1 61 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:31
-	shl.b64 	%rd37, %rd4, 9;
-	add.s64 	%rd38, %rd6, %rd37;
-	shl.b64 	%rd39, %rd3, 2;
-	add.s64 	%rd35, %rd38, %rd39;
-	add.s64 	%rd33, %rd35, -256;
-	.loc	1 61 58                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:61:58
-	// begin inline asm
-	mov.u32 %r49, 0x0;
-	mov.u32 %r50, 0x0;
-	@%p7 ld.global.L1::evict_last.v2.b32 { %r49, %r50 }, [ %rd33 + 0 ];
-	@!%p7 mov.u32 %r49, %r11;
-	@!%p7 mov.u32 %r50, %r11;
-	// end inline asm
-	mov.b32 	%f17, %r49;
-	mov.b32 	%f18, %r50;
-	.loc	1 63 41                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:41
-	add.s32 	%r64, %r3, %r8;
-	.loc	1 63 31                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:31
-	mul.wide.s32 	%rd40, %r64, 2;
-	add.s64 	%rd34, %rd5, %rd40;
-	.loc	1 63 55                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:55
-	// begin inline asm
-	mov.u32 %r53, 0x0;
-	@%p7 ld.global.L1::evict_last.b32 { %r53 }, [ %rd34 + 0 ];
-	@!%p7 mov.u32 %r53, %r11;
-	// end inline asm
-	mov.b32 	{%rs17, %rs18}, %r53;
-	.loc	1 63 106                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:63:106
-	// begin inline asm
-	cvt.f32.bf16 %r55, %rs17;
-	// end inline asm
-	mov.b32 	%f19, %r55;
-	// begin inline asm
-	cvt.f32.bf16 %r56, %rs18;
-	// end inline asm
-	mov.b32 	%f20, %r56;
-	.loc	1 65 63                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:65:63
-	// begin inline asm
-	mov.u32 %r57, 0x0;
-	mov.u32 %r58, 0x0;
-	@%p7 ld.global.L1::evict_last.v2.b32 { %r57, %r58 }, [ %rd35 + 0 ];
-	@!%p7 mov.u32 %r57, %r11;
-	@!%p7 mov.u32 %r58, %r11;
-	// end inline asm
-	mov.b32 	%f21, %r57;
-	mov.b32 	%f22, %r58;
-	.loc	1 66 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:66:20
-	mul.f32 	%f23, %f19, %f21;
-	mul.f32 	%f24, %f20, %f22;
-	.loc	1 67 20                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:67:20
-	fma.rn.f32 	%f25, %f5, %f17, %f23;
-	fma.rn.f32 	%f26, %f6, %f18, %f24;
-	.loc	1 0 0                           // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:0:0
-	selp.f32 	%f27, %f16, %f25, %p6;
-	selp.f32 	%f28, %f11, %f26, %p6;
-	.loc	1 72 25                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:25
-	add.s64 	%rd36, %rd7, %rd14;
-	.loc	1 72 37                         // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:37
-	mov.b32 	%r61, %f27;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs15, %r61;
-	// end inline asm
-	mov.b32 	%r62, %f28;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs16, %r62;
-	// end inline asm
-	mov.b32 	%r66, {%rs15, %rs16};
-	mov.pred 	%p34, -1;
-	// begin inline asm
-	@%p34 st.global.b32 [ %rd36 + 0 ], { %r66 };
-	// end inline asm
-	.loc	1 72 4                          // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:72:4
-	ret;
-$L__BB0_1:
-	.loc	1 40 119                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:40:119
-	mov.u64 	%rd48, assertMessage_0;
-	cvta.global.u64 	%rd49, %rd48;
-	mov.u64 	%rd50, assertFile_0;
-	cvta.global.u64 	%rd51, %rd50;
-	mov.u64 	%rd52, assertFunc_0;
-	cvta.global.u64 	%rd53, %rd52;
-	{ // callseq 3, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd49;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd51;
-	.param .b32 param2;
-	st.param.b32 	[param2], 40;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd53;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 3
-	trap;
-$L__BB0_3:
-	.loc	1 60 120                        // c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py:60:120
-	mov.u64 	%rd42, assertMessage_1;
-	cvta.global.u64 	%rd43, %rd42;
-	mov.u64 	%rd44, assertFile_1;
-	cvta.global.u64 	%rd45, %rd44;
-	mov.u64 	%rd46, assertFunc_1;
-	cvta.global.u64 	%rd47, %rd46;
-	{ // callseq 2, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd43;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd45;
-	.param .b32 param2;
-	st.param.b32 	[param2], 60;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd47;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 2
-	trap;
-$L__tmp1:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 0                                   // DW_CHILDREN_no
-.b8 37                                  // DW_AT_producer
-.b8 8                                   // DW_FORM_string
-.b8 19                                  // DW_AT_language
-.b8 5                                   // DW_FORM_data2
-.b8 3                                   // DW_AT_name
-.b8 8                                   // DW_FORM_string
-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 125                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
-.b8 1                                   // Abbrev [1] 0xb:0x76 DW_TAG_compile_unit
-.b8 116                                 // DW_AT_producer
-.b8 114
-.b8 105
-.b8 116
-.b8 111
-.b8 110
-.b8 0
-.b8 2                                   // DW_AT_language
-.b8 0
-.b8 99                                  // DW_AT_name
-.b8 55
-.b8 98
-.b8 120
-.b8 122
-.b8 106
-.b8 51
-.b8 105
-.b8 102
-.b8 112
-.b8 105
-.b8 98
-.b8 113
-.b8 111
-.b8 53
-.b8 122
-.b8 114
-.b8 113
-.b8 99
-.b8 55
-.b8 100
-.b8 54
-.b8 118
-.b8 102
-.b8 117
-.b8 119
-.b8 55
-.b8 106
-.b8 51
-.b8 101
-.b8 99
-.b8 119
-.b8 109
-.b8 111
-.b8 119
-.b8 97
-.b8 111
-.b8 119
-.b8 102
-.b8 119
-.b8 53
-.b8 120
-.b8 100
-.b8 112
-.b8 106
-.b8 55
-.b8 114
-.b8 101
-.b8 50
-.b8 53
-.b8 55
-.b8 106
-.b8 46
-.b8 112
-.b8 121
-.b8 0
-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
-.b8 104
-.b8 111
-.b8 109
-.b8 101
-.b8 47
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 108
-.b8 108
-.b8 109
-.b8 47
-.b8 68
-.b8 105
-.b8 102
-.b8 102
-.b8 117
-.b8 108
-.b8 101
-.b8 120
-.b8 47
-.b8 116
-.b8 109
-.b8 112
-.b8 47
-.b8 116
-.b8 111
-.b8 114
-.b8 99
-.b8 104
-.b8 105
-.b8 110
-.b8 100
-.b8 117
-.b8 99
-.b8 116
-.b8 111
-.b8 114
-.b8 95
-.b8 108
-.b8 106
-.b8 112
-.b8 47
-.b8 55
-.b8 98
-.b8 0
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir
deleted file mode 100644
index 098f8b0..0000000
--- a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttgir
+++ /dev/null
@@ -1,181 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [2], threadsPerWarp = [32], warpsPerCTA = [8], order = [0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 8 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<64> : tensor<512xi64, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<0.000000e+00> : tensor<512xf32, #blocked> loc(#loc1)
-    %cst_1 = arith.constant dense<128> : tensor<512xi64, #blocked> loc(#loc1)
-    %cst_2 = arith.constant dense<0> : tensor<512xi64, #blocked> loc(#loc1)
-    %cst_3 = arith.constant dense<32768> : tensor<512xi64, #blocked> loc(#loc1)
-    %cst_4 = arith.constant dense<0.000000e+00> : tensor<512xbf16, #blocked> loc(#loc1)
-    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
-    %cst_5 = arith.constant dense<true> : tensor<512xi1, #blocked> loc(#loc1)
-    %cst_6 = arith.constant dense<128> : tensor<512xi32, #blocked> loc(#loc1)
-    %cst_7 = arith.constant dense<3584> : tensor<512xi32, #blocked> loc(#loc1)
-    %cst_8 = arith.constant dense<64> : tensor<512xi32, #blocked> loc(#loc1)
-    %cst_9 = arith.constant dense<-64> : tensor<512xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32, #blocked> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<512xi32, #blocked> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<512xi32, #blocked> loc(#loc5)
-    %5 = arith.remsi %4, %cst_6 : tensor<512xi32, #blocked> loc(#loc6)
-    %6 = arith.divsi %4, %cst_6 : tensor<512xi32, #blocked> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<512xi32, #blocked> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<512xi32, #blocked> to tensor<512xi64, #blocked> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst : tensor<512xi64, #blocked> loc(#loc9)
-    %10 = arith.muli %6, %cst_6 : tensor<512xi32, #blocked> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<512xi32, #blocked> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc13)
-    %15 = arith.extf %14 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<512x!tt.ptr<i64>, #blocked> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<512x!tt.ptr<i64>, #blocked>, tensor<512xi32, #blocked> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_2 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>, #blocked> loc(#loc16)
-    %19 = arith.addi %18, %cst_3 : tensor<512xi64, #blocked> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_2 : tensor<512xi64, #blocked> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<512xi1, #blocked>, tensor<512xi64, #blocked> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_2 : tensor<512xi64, #blocked> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst_3 : tensor<512xi64, #blocked> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<512xi1, #blocked> loc(#loc22)
-    %25 = arith.xori %9, %cst_5 : tensor<512xi1, #blocked> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<512xi1, #blocked> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<512xi1, #blocked> loc(#loc25)
-    %27 = arith.muli %21, %cst_1 : tensor<512xi64, #blocked> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<512xi64, #blocked> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<512x!tt.ptr<f32>, #blocked> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<512xf32, #blocked> loc(#loc30)
-    %33 = arith.addi %10, %cst_8 : tensor<512xi32, #blocked> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<512xi32, #blocked> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc34)
-    %37 = arith.extf %36 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc35)
-    %38 = arith.addi %27, %cst : tensor<512xi64, #blocked> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<512xi64, #blocked> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<512xf32, #blocked> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<512xf32, #blocked> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst : tensor<512xi64, #blocked> loc(#loc42)
-    %45 = arith.addi %5, %cst_9 : tensor<512xi32, #blocked> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<512xi32, #blocked> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc46)
-    %49 = arith.extf %48 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_2 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>, #blocked> loc(#loc48)
-    %51 = arith.addi %50, %cst_3 : tensor<512xi64, #blocked> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_2 : tensor<512xi64, #blocked> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<512xi1, #blocked>, tensor<512xi64, #blocked> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_2 : tensor<512xi64, #blocked> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst_3 : tensor<512xi64, #blocked> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<512xi1, #blocked> loc(#loc54)
-    %57 = arith.xori %44, %cst_5 : tensor<512xi1, #blocked> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<512xi1, #blocked> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<512xi1, #blocked> loc(#loc57)
-    %59 = arith.muli %53, %cst_1 : tensor<512xi64, #blocked> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<512xi32, #blocked> to tensor<512xi64, #blocked> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<512xi64, #blocked> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<512xf32, #blocked> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<512xi32, #blocked> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_4 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc65)
-    %68 = arith.extf %67 : tensor<512xbf16, #blocked> to tensor<512xf32, #blocked> loc(#loc66)
-    %69 = arith.addi %59, %cst : tensor<512xi64, #blocked> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<512xi64, #blocked> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<512x!tt.ptr<f32>, #blocked>, tensor<512xi64, #blocked> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>, #blocked> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<512xf32, #blocked> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<512xf32, #blocked> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_0 : tensor<512xi1, #blocked>, tensor<512xf32, #blocked> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<512xi1, #blocked>, tensor<512xf32, #blocked> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<512x!tt.ptr<bf16>, #blocked>, tensor<512xi32, #blocked> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<512xf32, #blocked> to tensor<512xbf16, #blocked> loc(#loc77)
-    tt.store %78, %79 : tensor<512x!tt.ptr<bf16>, #blocked> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
-#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:36)
-#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:49)
-#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:31)
-#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":65:63)
-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
-#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir b/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir
deleted file mode 100644
index c9549bc..0000000
--- a/tmp/torchinductor_ljp/triton/0/rxd5jGZO7dfLCZHFba8UnjTzmHeXcSggNBx-mwOldAY/triton_poi_fused__to_copy_cat_0.ttir
+++ /dev/null
@@ -1,180 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)
-module {
-  tt.func public @triton_poi_fused__to_copy_cat_0(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<32768> : tensor<512xi64> loc(#loc1)
-    %cst_0 = arith.constant dense<0> : tensor<512xi64> loc(#loc1)
-    %cst_1 = arith.constant dense<0.000000e+00> : tensor<512xbf16> loc(#loc1)
-    %cst_2 = arith.constant dense<-64> : tensor<512xi32> loc(#loc1)
-    %cst_3 = arith.constant dense<64> : tensor<512xi32> loc(#loc1)
-    %cst_4 = arith.constant dense<128> : tensor<512xi64> loc(#loc1)
-    %cst_5 = arith.constant dense<0.000000e+00> : tensor<512xf32> loc(#loc1)
-    %cst_6 = arith.constant dense<64> : tensor<512xi64> loc(#loc1)
-    %cst_7 = arith.constant dense<3584> : tensor<512xi32> loc(#loc1)
-    %cst_8 = arith.constant dense<128> : tensor<512xi32> loc(#loc1)
-    %cst_9 = arith.constant dense<true> : tensor<512xi1> loc(#loc1)
-    %c512_i32 = arith.constant 512 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c512_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 512 : i32, start = 0 : i32} : tensor<512xi32> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<512xi32> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<512xi32> loc(#loc5)
-    %5 = arith.remsi %4, %cst_8 : tensor<512xi32> loc(#loc6)
-    %6 = arith.divsi %4, %cst_8 : tensor<512xi32> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<512xi32> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<512xi32> to tensor<512xi64> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst_6 : tensor<512xi64> loc(#loc9)
-    %10 = arith.muli %6, %cst_8 : tensor<512xi32> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<512xi32> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc13)
-    %15 = arith.extf %14 : tensor<512xbf16> to tensor<512xf32> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<512x!tt.ptr<i64>> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<512x!tt.ptr<i64>>, tensor<512xi32> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>> loc(#loc16)
-    %19 = arith.addi %18, %cst : tensor<512xi64> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_0 : tensor<512xi64> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<512xi1>, tensor<512xi64> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_0 : tensor<512xi64> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst : tensor<512xi64> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<512xi1> loc(#loc22)
-    %25 = arith.xori %9, %cst_9 : tensor<512xi1> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<512xi1> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<512xi1> loc(#loc25)
-    %27 = arith.muli %21, %cst_4 : tensor<512xi64> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<512xi64> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<512x!tt.ptr<f32>> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<512xf32> loc(#loc30)
-    %33 = arith.addi %10, %cst_3 : tensor<512xi32> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<512xi32> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc34)
-    %37 = arith.extf %36 : tensor<512xbf16> to tensor<512xf32> loc(#loc35)
-    %38 = arith.addi %27, %cst_6 : tensor<512xi64> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<512xi64> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<512xf32> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<512xf32> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst_6 : tensor<512xi64> loc(#loc42)
-    %45 = arith.addi %5, %cst_2 : tensor<512xi32> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<512xi32> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc46)
-    %49 = arith.extf %48 : tensor<512xbf16> to tensor<512xf32> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<512x!tt.ptr<i64>> loc(#loc48)
-    %51 = arith.addi %50, %cst : tensor<512xi64> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_0 : tensor<512xi64> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<512xi1>, tensor<512xi64> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_0 : tensor<512xi64> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst : tensor<512xi64> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<512xi1> loc(#loc54)
-    %57 = arith.xori %44, %cst_9 : tensor<512xi1> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<512xi1> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<512xi1> loc(#loc57)
-    %59 = arith.muli %53, %cst_4 : tensor<512xi64> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<512xi32> to tensor<512xi64> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<512xi64> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<512xf32> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<512xi32> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<512x!tt.ptr<bf16>> loc(#loc65)
-    %68 = arith.extf %67 : tensor<512xbf16> to tensor<512xf32> loc(#loc66)
-    %69 = arith.addi %59, %cst_6 : tensor<512xi64> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<512xi64> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<512x!tt.ptr<f32>>, tensor<512xi64> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<512x!tt.ptr<f32>> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<512xf32> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<512xf32> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_5 : tensor<512xi1>, tensor<512xf32> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<512xi1>, tensor<512xf32> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<512x!tt.ptr<bf16>> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<512x!tt.ptr<bf16>>, tensor<512xi32> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<512xf32> to tensor<512xbf16> loc(#loc77)
-    tt.store %78, %79 : tensor<512x!tt.ptr<bf16>> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":63:106)
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-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/7b/c7bxzj3ifpibqo5zrqc7d6vfuw7j3ecwmowaowfw5xdpj7re257j.py":72:4)
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diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json
deleted file mode 100644
index 5dc0867..0000000
--- a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/__grp__triton_poi_fused__to_copy_cat_1.json
+++ /dev/null
@@ -1 +0,0 @@
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\ No newline at end of file
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deleted file mode 100644
index a5e4d2199c89ce6f94812fde6bc4f334f0a76717..0000000000000000000000000000000000000000
GIT binary patch
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diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json
deleted file mode 100644
index 03bb5e7..0000000
--- a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.json
+++ /dev/null
@@ -1 +0,0 @@
-{"hash": "b94d3b12f0e3ba3870f42ef83bd8e70ef55a18d4d93cb896cfafa3e3941cd336", "target": {"backend": "cuda", "arch": 89, "warp_size": 32}, "num_warps": 4, "num_ctas": 1, "num_stages": 1, "num_buffers_warp_spec": 0, "num_consumer_groups": 0, "reg_dec_producer": 0, "reg_inc_consumer": 0, "maxnreg": null, "cluster_dims": [1, 1, 1], "ptx_version": null, "enable_fp_fusion": true, "supported_fp8_dtypes": ["fp8e4b15", "fp8e4nv", "fp8e5"], "deprecated_fp8_dtypes": [], "default_dot_input_precision": "tf32", "allowed_dot_input_precisions": ["tf32", "tf32x3", "ieee"], "max_num_imprecise_acc_default": 0, "extern_libs": [["libdevice", "/home/ljp/llm/Diffulex/.venv/lib/python3.12/site-packages/triton/backends/nvidia/lib/libdevice.10.bc"]], "debug": true, "backend_name": "cuda", "sanitize_overflow": false, "shared": 0, "name": "triton_poi_fused__to_copy_cat_1"}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir
deleted file mode 100644
index ed3d4fa..0000000
--- a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.llir
+++ /dev/null
@@ -1,246 +0,0 @@
-; ModuleID = 'LLVMDialectModule'
-source_filename = "LLVMDialectModule"
-target datalayout = "e-i64:64-i128:128-v16:16-v32:32-n16:32:64"
-
-@assertFunc_1 = internal constant [8 x i8] c"unknown\00"
-@assertFile_1 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
-@assertMessage_1 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768\00"
-@assertFunc_0 = internal constant [8 x i8] c"unknown\00"
-@assertFile_0 = internal constant [104 x i8] c"/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py\00"
-@assertMessage_0 = internal constant [67 x i8] c"index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768\00"
-
-; Function Attrs: noreturn
-declare !dbg !7 void @__assertfail(ptr, ptr, i32, ptr, i64) local_unnamed_addr #0
-
-define void @triton_poi_fused__to_copy_cat_1(ptr addrspace(1) %0, ptr addrspace(1) %1, ptr addrspace(1) %2, ptr addrspace(1) %3, i32 %4) local_unnamed_addr !dbg !11 {
-  %6 = tail call i32 asm "mov.u32 $0, %ctaid.x;", "=r"() #3, !dbg !12
-  %7 = shl i32 %6, 8, !dbg !13
-  %8 = tail call i32 @llvm.nvvm.read.ptx.sreg.tid.x(), !dbg !14
-  %9 = shl i32 %8, 1, !dbg !14
-  %10 = and i32 %9, 254, !dbg !14
-  %11 = or disjoint i32 %7, %10, !dbg !15
-  %.frozen = freeze i32 %11, !dbg !16
-  %12 = sdiv i32 %.frozen, 128, !dbg !16
-  %13 = mul i32 %12, 128, !dbg !17
-  %.decomposed = sub i32 %.frozen, %13, !dbg !17
-  %14 = sdiv i32 %11, 512, !dbg !18
-  %15 = icmp slt i32 %.decomposed, 64, !dbg !19
-  %16 = shl nsw i32 %12, 7, !dbg !20
-  %17 = add i32 %16, %.decomposed, !dbg !21
-  %18 = sext i32 %17 to i64, !dbg !22
-  %19 = getelementptr bfloat, ptr addrspace(1) %0, i64 %18, !dbg !22
-  %20 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %19, i1 %15, i32 0, i1 %15) #3, !dbg !23
-  %21 = bitcast i32 %20 to <2 x bfloat>, !dbg !23
-  %22 = extractelement <2 x bfloat> %21, i64 0, !dbg !23
-  %23 = extractelement <2 x bfloat> %21, i64 1, !dbg !23
-  %24 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %22) #3, !dbg !24
-  %25 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %23) #3, !dbg !24
-  %26 = sext i32 %14 to i64, !dbg !25
-  %27 = getelementptr i64, ptr addrspace(1) %1, i64 %26, !dbg !25
-  %28 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
-  %29 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %15, i1 %15) #3, !dbg !26
-  %30 = lshr i64 %28, 48, !dbg !27
-  %31 = and i64 %30, 32768, !dbg !27
-  %32 = add i64 %31, %28, !dbg !27
-  %33 = icmp ugt i64 %32, 32767, !dbg !28
-  %.not1 = and i1 %15, %33, !dbg !29
-  br i1 %.not1, label %34, label %35, !dbg !29
-
-34:                                               ; preds = %5
-  tail call void @__assertfail(ptr nonnull @assertMessage_0, ptr nonnull @assertFile_0, i32 40, ptr nonnull @assertFunc_0, i64 1), !dbg !29
-  unreachable, !dbg !29
-
-35:                                               ; preds = %5
-  %36 = sext i32 %.decomposed to i64, !dbg !19
-  tail call void @llvm.nvvm.barrier0(), !dbg !29
-  %37 = shl i64 %32, 7, !dbg !30
-  %38 = getelementptr float, ptr addrspace(1) %2, i64 %37, !dbg !31
-  %39 = getelementptr float, ptr addrspace(1) %38, i64 %36, !dbg !31
-  %40 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %39, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !32
-  %41 = or disjoint i32 %16, 64, !dbg !33
-  %42 = add i32 %41, %.decomposed, !dbg !34
-  %43 = sext i32 %42 to i64, !dbg !35
-  %44 = getelementptr bfloat, ptr addrspace(1) %0, i64 %43, !dbg !35
-  %45 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %44, i1 %15, i32 0, i1 %15) #3, !dbg !36
-  %46 = bitcast i32 %45 to <2 x bfloat>, !dbg !36
-  %47 = extractelement <2 x bfloat> %46, i64 0, !dbg !36
-  %48 = extractelement <2 x bfloat> %46, i64 1, !dbg !36
-  %49 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %47) #3, !dbg !37
-  %50 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %48) #3, !dbg !37
-  %51 = or disjoint i64 %37, 64, !dbg !38
-  %52 = getelementptr float, ptr addrspace(1) %2, i64 %51, !dbg !39
-  %53 = getelementptr float, ptr addrspace(1) %52, i64 %36, !dbg !39
-  %54 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %53, i1 %15, i32 0, i1 %15, i32 0, i1 %15) #3, !dbg !40
-  %55 = icmp sgt i32 %.decomposed, 63, !dbg !41
-  %56 = add nsw i32 %.decomposed, -64, !dbg !42
-  %57 = add i32 %41, %56, !dbg !43
-  %58 = sext i32 %57 to i64, !dbg !44
-  %59 = getelementptr bfloat, ptr addrspace(1) %0, i64 %58, !dbg !44
-  %60 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %59, i1 %55, i32 0, i1 %55) #3, !dbg !45
-  %61 = bitcast i32 %60 to <2 x bfloat>, !dbg !45
-  %62 = extractelement <2 x bfloat> %61, i64 0, !dbg !45
-  %63 = extractelement <2 x bfloat> %61, i64 1, !dbg !45
-  %64 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %62) #3, !dbg !46
-  %65 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %63) #3, !dbg !46
-  %66 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
-  %67 = tail call i64 asm sideeffect "mov.u64 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b64 { $0 }, [ $1 + 0 ];\0A\09@!$3 mov.u64 $0, 0x0;", "=l,l,b,b"(ptr addrspace(1) %27, i1 %55, i1 %55) #3, !dbg !47
-  %68 = lshr i64 %66, 48, !dbg !48
-  %69 = and i64 %68, 32768, !dbg !48
-  %70 = add i64 %69, %66, !dbg !48
-  %71 = icmp ugt i64 %70, 32767, !dbg !49
-  %.not2 = and i1 %55, %71, !dbg !50
-  br i1 %.not2, label %72, label %73, !dbg !50
-
-72:                                               ; preds = %35
-  tail call void @__assertfail(ptr nonnull @assertMessage_1, ptr nonnull @assertFile_1, i32 60, ptr nonnull @assertFunc_1, i64 1), !dbg !50
-  unreachable, !dbg !50
-
-73:                                               ; preds = %35
-  %74 = extractvalue { i32, i32 } %40, 1, !dbg !32
-  %75 = bitcast i32 %74 to float, !dbg !32
-  %76 = fmul float %25, %75, !dbg !51
-  %77 = extractvalue { i32, i32 } %54, 1, !dbg !40
-  %78 = bitcast i32 %77 to float, !dbg !40
-  %79 = fmul float %50, %78, !dbg !52
-  %80 = fsub float %76, %79, !dbg !53
-  %81 = extractvalue { i32, i32 } %40, 0, !dbg !32
-  %82 = bitcast i32 %81 to float, !dbg !32
-  %83 = fmul float %24, %82, !dbg !51
-  %84 = extractvalue { i32, i32 } %54, 0, !dbg !40
-  %85 = bitcast i32 %84 to float, !dbg !40
-  %86 = fmul float %49, %85, !dbg !52
-  %87 = fsub float %83, %86, !dbg !53
-  tail call void @llvm.nvvm.barrier0(), !dbg !50
-  %88 = shl i64 %70, 7, !dbg !54
-  %89 = sext i32 %56 to i64, !dbg !55
-  %90 = getelementptr float, ptr addrspace(1) %2, i64 %88, !dbg !56
-  %91 = getelementptr float, ptr addrspace(1) %90, i64 %89, !dbg !56
-  %92 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %91, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !57
-  %93 = extractvalue { i32, i32 } %92, 0, !dbg !57
-  %94 = extractvalue { i32, i32 } %92, 1, !dbg !57
-  %95 = bitcast i32 %93 to float, !dbg !57
-  %96 = bitcast i32 %94 to float, !dbg !57
-  %97 = fmul float %64, %95, !dbg !58
-  %98 = fmul float %65, %96, !dbg !58
-  %99 = add i32 %16, %56, !dbg !59
-  %100 = sext i32 %99 to i64, !dbg !60
-  %101 = getelementptr bfloat, ptr addrspace(1) %0, i64 %100, !dbg !60
-  %102 = tail call i32 asm sideeffect "mov.u32 $0, 0x0;\0A\09@$2 ld.global.L1::evict_last.b32 { $0 }, [ $1 + 0 ];\0A\09@!$4 mov.u32 $0, $3;", "=r,l,b,r,b"(ptr addrspace(1) %101, i1 %55, i32 0, i1 %55) #3, !dbg !61
-  %103 = bitcast i32 %102 to <2 x bfloat>, !dbg !61
-  %104 = extractelement <2 x bfloat> %103, i64 0, !dbg !61
-  %105 = extractelement <2 x bfloat> %103, i64 1, !dbg !61
-  %106 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %104) #3, !dbg !62
-  %107 = tail call float asm "cvt.f32.bf16 $0, $1;", "=r,h"(bfloat %105) #3, !dbg !62
-  %108 = or disjoint i64 %88, 64, !dbg !63
-  %109 = getelementptr float, ptr addrspace(1) %2, i64 %108, !dbg !64
-  %110 = getelementptr float, ptr addrspace(1) %109, i64 %89, !dbg !64
-  %111 = tail call { i32, i32 } asm sideeffect "mov.u32 $0, 0x0;\0A\09mov.u32 $1, 0x0;\0A\09@$3 ld.global.L1::evict_last.v2.b32 { $0, $1 }, [ $2 + 0 ];\0A\09@!$5 mov.u32 $0, $4;\0A\09@!$7 mov.u32 $1, $6;", "=r,=r,l,b,r,b,r,b"(ptr addrspace(1) %110, i1 %55, i32 0, i1 %55, i32 0, i1 %55) #3, !dbg !65
-  %112 = extractvalue { i32, i32 } %111, 0, !dbg !65
-  %113 = extractvalue { i32, i32 } %111, 1, !dbg !65
-  %114 = bitcast i32 %112 to float, !dbg !65
-  %115 = bitcast i32 %113 to float, !dbg !65
-  %116 = fmul float %106, %114, !dbg !66
-  %117 = fmul float %107, %115, !dbg !66
-  %118 = fadd float %97, %116, !dbg !67
-  %119 = fadd float %98, %117, !dbg !67
-  %120 = select i1 %15, float %87, float %118, !dbg !68
-  %121 = select i1 %15, float %80, float %119, !dbg !68
-  %122 = sext i32 %11 to i64, !dbg !69
-  %123 = getelementptr bfloat, ptr addrspace(1) %3, i64 %122, !dbg !69
-  %124 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %120) #3, !dbg !70
-  %125 = tail call bfloat asm "cvt.rn.bf16.f32 $0, $1;", "=h,r"(float %121) #3, !dbg !70
-  %126 = insertelement <2 x bfloat> poison, bfloat %124, i64 0, !dbg !70
-  %127 = insertelement <2 x bfloat> %126, bfloat %125, i64 1, !dbg !70
-  %128 = bitcast <2 x bfloat> %127 to i32, !dbg !70
-  tail call void asm sideeffect "@$2 st.global.b32 [ $1 + 0 ], { $0 };", "r,l,b"(i32 %128, ptr addrspace(1) %123, i1 true) #3, !dbg !70
-  ret void, !dbg !71
-}
-
-; Function Attrs: mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none)
-declare noundef i32 @llvm.nvvm.read.ptx.sreg.tid.x() #1
-
-; Function Attrs: convergent nocallback nounwind
-declare void @llvm.nvvm.barrier0() #2
-
-attributes #0 = { noreturn }
-attributes #1 = { mustprogress nocallback nofree nosync nounwind speculatable willreturn memory(none) }
-attributes #2 = { convergent nocallback nounwind }
-attributes #3 = { nounwind }
-
-!llvm.module.flags = !{!0, !1}
-!llvm.dbg.cu = !{!2}
-!nvvm.annotations = !{!4, !5}
-!llvm.ident = !{!6}
-
-!0 = !{i32 2, !"Debug Info Version", i32 3}
-!1 = !{i32 4, !"nvvm-reflect-ftz", i32 1}
-!2 = distinct !DICompileUnit(language: DW_LANG_C, file: !3, producer: "triton", isOptimized: true, runtimeVersion: 0, emissionKind: LineTablesOnly)
-!3 = !DIFile(filename: "clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py", directory: "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz")
-!4 = !{ptr @triton_poi_fused__to_copy_cat_1, !"kernel", i32 1}
-!5 = !{ptr @triton_poi_fused__to_copy_cat_1, !"reqntidx", i32 128}
-!6 = !{!"clang version 3.8.0 (tags/RELEASE_380/final)"}
-!7 = !DISubprogram(name: "__assertfail", linkageName: "__assertfail", scope: !8, file: !8, type: !9, spFlags: DISPFlagOptimized)
-!8 = !DIFile(filename: "<unknown>", directory: "")
-!9 = !DISubroutineType(cc: DW_CC_normal, types: !10)
-!10 = !{}
-!11 = distinct !DISubprogram(name: "triton_poi_fused__to_copy_cat_1", linkageName: "triton_poi_fused__to_copy_cat_1", scope: !3, file: !3, line: 19, type: !9, scopeLine: 19, spFlags: DISPFlagDefinition | DISPFlagOptimized, unit: !2)
-!12 = !DILocation(line: 21, column: 28, scope: !11)
-!13 = !DILocation(line: 21, column: 33, scope: !11)
-!14 = !DILocation(line: 22, column: 36, scope: !11)
-!15 = !DILocation(line: 22, column: 23, scope: !11)
-!16 = !DILocation(line: 25, column: 19, scope: !11)
-!17 = !DILocation(line: 24, column: 19, scope: !11)
-!18 = !DILocation(line: 26, column: 19, scope: !11)
-!19 = !DILocation(line: 32, column: 18, scope: !11)
-!20 = !DILocation(line: 33, column: 34, scope: !11)
-!21 = !DILocation(line: 33, column: 40, scope: !11)
-!22 = !DILocation(line: 33, column: 30, scope: !11)
-!23 = !DILocation(line: 33, column: 46, scope: !11)
-!24 = !DILocation(line: 33, column: 96, scope: !11)
-!25 = !DILocation(line: 35, column: 30, scope: !11)
-!26 = !DILocation(line: 35, column: 35, scope: !11)
-!27 = !DILocation(line: 39, column: 34, scope: !11)
-!28 = !DILocation(line: 40, column: 65, scope: !11)
-!29 = !DILocation(line: 40, column: 119, scope: !11)
-!30 = !DILocation(line: 41, column: 35, scope: !11)
-!31 = !DILocation(line: 41, column: 31, scope: !11)
-!32 = !DILocation(line: 41, column: 50, scope: !11)
-!33 = !DILocation(line: 43, column: 36, scope: !11)
-!34 = !DILocation(line: 43, column: 46, scope: !11)
-!35 = !DILocation(line: 43, column: 31, scope: !11)
-!36 = !DILocation(line: 43, column: 52, scope: !11)
-!37 = !DILocation(line: 43, column: 102, scope: !11)
-!38 = !DILocation(line: 45, column: 36, scope: !11)
-!39 = !DILocation(line: 45, column: 31, scope: !11)
-!40 = !DILocation(line: 45, column: 55, scope: !11)
-!41 = !DILocation(line: 50, column: 20, scope: !11)
-!42 = !DILocation(line: 53, column: 54, scope: !11)
-!43 = !DILocation(line: 53, column: 46, scope: !11)
-!44 = !DILocation(line: 53, column: 31, scope: !11)
-!45 = !DILocation(line: 53, column: 60, scope: !11)
-!46 = !DILocation(line: 53, column: 111, scope: !11)
-!47 = !DILocation(line: 55, column: 36, scope: !11)
-!48 = !DILocation(line: 59, column: 35, scope: !11)
-!49 = !DILocation(line: 60, column: 65, scope: !11)
-!50 = !DILocation(line: 60, column: 120, scope: !11)
-!51 = !DILocation(line: 42, column: 19, scope: !11)
-!52 = !DILocation(line: 46, column: 20, scope: !11)
-!53 = !DILocation(line: 47, column: 20, scope: !11)
-!54 = !DILocation(line: 61, column: 35, scope: !11)
-!55 = !DILocation(line: 61, column: 44, scope: !11)
-!56 = !DILocation(line: 61, column: 31, scope: !11)
-!57 = !DILocation(line: 61, column: 58, scope: !11)
-!58 = !DILocation(line: 62, column: 20, scope: !11)
-!59 = !DILocation(line: 63, column: 41, scope: !11)
-!60 = !DILocation(line: 63, column: 31, scope: !11)
-!61 = !DILocation(line: 63, column: 55, scope: !11)
-!62 = !DILocation(line: 63, column: 106, scope: !11)
-!63 = !DILocation(line: 65, column: 36, scope: !11)
-!64 = !DILocation(line: 65, column: 31, scope: !11)
-!65 = !DILocation(line: 65, column: 63, scope: !11)
-!66 = !DILocation(line: 66, column: 20, scope: !11)
-!67 = !DILocation(line: 67, column: 20, scope: !11)
-!68 = !DILocation(line: 0, scope: !11)
-!69 = !DILocation(line: 72, column: 25, scope: !11)
-!70 = !DILocation(line: 72, column: 37, scope: !11)
-!71 = !DILocation(line: 72, column: 4, scope: !11)
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx
deleted file mode 100644
index 26124e5..0000000
--- a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ptx
+++ /dev/null
@@ -1,516 +0,0 @@
-//
-// Generated by LLVM NVPTX Back-End
-//
-
-.version 8.4
-.target sm_89
-.address_size 64
-
-	// .globl	triton_poi_fused__to_copy_cat_1 // -- Begin function triton_poi_fused__to_copy_cat_1
-.extern .func __assertfail
-(
-	.param .b64 __assertfail_param_0,
-	.param .b64 __assertfail_param_1,
-	.param .b32 __assertfail_param_2,
-	.param .b64 __assertfail_param_3,
-	.param .b64 __assertfail_param_4
-)
-.noreturn;
-.global .align 1 .b8 assertFunc_1[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_1[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
-.global .align 1 .b8 assertMessage_1[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 51, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-.global .align 1 .b8 assertFunc_0[8] = {117, 110, 107, 110, 111, 119, 110};
-.global .align 1 .b8 assertFile_0[104] = {47, 104, 111, 109, 101, 47, 108, 106, 112, 47, 108, 108, 109, 47, 68, 105, 102, 102, 117, 108, 101, 120, 47, 116, 109, 112, 47, 116, 111, 114, 99, 104, 105, 110, 100, 117, 99, 116, 111, 114, 95, 108, 106, 112, 47, 108, 122, 47, 99, 108, 122, 112, 116, 99, 121, 104, 117, 110, 100, 122, 113, 112, 103, 97, 116, 119, 117, 53, 111, 50, 54, 112, 53, 50, 112, 118, 115, 114, 114, 110, 98, 107, 101, 117, 120, 101, 108, 120, 105, 108, 121, 112, 112, 110, 100, 117, 54, 107, 105, 120, 46, 112, 121};
-.global .align 1 .b8 assertMessage_0[67] = {105, 110, 100, 101, 120, 32, 111, 117, 116, 32, 111, 102, 32, 98, 111, 117, 110, 100, 115, 58, 32, 48, 32, 60, 61, 32, 116, 108, 46, 98, 114, 111, 97, 100, 99, 97, 115, 116, 95, 116, 111, 40, 116, 109, 112, 49, 49, 44, 32, 91, 88, 66, 76, 79, 67, 75, 93, 41, 32, 60, 32, 51, 50, 55, 54, 56};
-                                        // @triton_poi_fused__to_copy_cat_1
-.visible .entry triton_poi_fused__to_copy_cat_1(
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_0,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_1,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_2,
-	.param .u64 .ptr .global .align 1 triton_poi_fused__to_copy_cat_1_param_3,
-	.param .u32 triton_poi_fused__to_copy_cat_1_param_4
-)
-.reqntid 128, 1, 1
-{
-	.reg .pred 	%p<36>;
-	.reg .b16 	%rs<21>;
-	.reg .b32 	%r<66>;
-	.reg .f32 	%f<29>;
-	.reg .b64 	%rd<54>;
-	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
-$L__func_begin0:
-	.loc	1 19 0                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:19:0
-
-// %bb.0:
-	ld.param.u64 	%rd5, [triton_poi_fused__to_copy_cat_1_param_0];
-	ld.param.u64 	%rd13, [triton_poi_fused__to_copy_cat_1_param_1];
-$L__tmp0:
-	.loc	1 21 28                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:28
-	// begin inline asm
-	mov.u32 %r9, %ctaid.x;
-	// end inline asm
-	.loc	1 21 33                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:21:33
-	shl.b32 	%r14, %r9, 8;
-	.loc	1 22 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:36
-	mov.u32 	%r15, %tid.x;
-	shl.b32 	%r16, %r15, 1;
-	and.b32  	%r17, %r16, 254;
-	.loc	1 22 23                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:22:23
-	or.b32  	%r1, %r14, %r17;
-	.loc	1 25 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:25:19
-	shr.s32 	%r19, %r1, 31;
-	shr.u32 	%r20, %r19, 25;
-	add.s32 	%r21, %r1, %r20;
-	.loc	1 24 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:24:19
-	and.b32  	%r3, %r21, -128;
-	sub.s32 	%r2, %r1, %r3;
-	.loc	1 26 19                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:26:19
-	bfe.s32 	%r22, %r9, 23, 1;
-	shr.u32 	%r23, %r22, 23;
-	add.s32 	%r24, %r1, %r23;
-	shr.s32 	%r25, %r24, 9;
-	.loc	1 32 18                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:32:18
-	setp.gt.s32 	%p7, %r2, 63;
-	setp.lt.s32 	%p6, %r2, 64;
-	.loc	1 33 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:30
-	mul.wide.s32 	%rd14, %r1, 2;
-	add.s64 	%rd8, %rd5, %rd14;
-	mov.b32 	%r11, 0;
-	.loc	1 33 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:33:46
-	// begin inline asm
-	mov.u32 %r10, 0x0;
-	@%p6 ld.global.L1::evict_last.b32 { %r10 }, [ %rd8 + 0 ];
-	@!%p6 mov.u32 %r10, %r11;
-	// end inline asm
-	mov.b32 	{%rs3, %rs4}, %r10;
-	.loc	1 35 30                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:30
-	mul.wide.s32 	%rd15, %r25, 8;
-	add.s64 	%rd12, %rd13, %rd15;
-	.loc	1 35 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:35:35
-	// begin inline asm
-	mov.u64 %rd9, 0x0;
-	@%p6 ld.global.L1::evict_last.b64 { %rd9 }, [ %rd12 + 0 ];
-	@!%p6 mov.u64 %rd9, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd11, 0x0;
-	@%p6 ld.global.L1::evict_last.b64 { %rd11 }, [ %rd12 + 0 ];
-	@!%p6 mov.u64 %rd11, 0x0;
-	// end inline asm
-	.loc	1 39 34                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:39:34
-	shr.u64 	%rd16, %rd9, 48;
-	and.b64  	%rd17, %rd16, 32768;
-	add.s64 	%rd2, %rd17, %rd9;
-	.loc	1 40 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:65
-	setp.lt.u64 	%p8, %rd2, 32768;
-	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
-	or.pred  	%p9, %p7, %p8;
-	@%p9 bra 	$L__BB0_2;
-	bra.uni 	$L__BB0_1;
-$L__BB0_2:
-	.loc	1 0 119                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:119
-	ld.param.u64 	%rd6, [triton_poi_fused__to_copy_cat_1_param_2];
-	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
-	bar.sync 	0;
-	.loc	1 41 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:31
-	shl.b64 	%rd26, %rd2, 9;
-	add.s64 	%rd27, %rd6, %rd26;
-	mul.wide.s32 	%rd28, %r2, 4;
-	add.s64 	%rd18, %rd27, %rd28;
-	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
-	// begin inline asm
-	mov.u32 %r27, 0x0;
-	mov.u32 %r28, 0x0;
-	@%p6 ld.global.L1::evict_last.v2.b32 { %r27, %r28 }, [ %rd18 + 0 ];
-	@!%p6 mov.u32 %r27, %r11;
-	@!%p6 mov.u32 %r28, %r11;
-	// end inline asm
-	.loc	1 43 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:36
-	or.b32  	%r43, %r3, 64;
-	.loc	1 43 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:46
-	add.s32 	%r44, %r43, %r2;
-	.loc	1 43 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:31
-	mul.wide.s32 	%rd29, %r44, 2;
-	add.s64 	%rd19, %rd5, %rd29;
-	.loc	1 43 52                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:43:52
-	// begin inline asm
-	mov.u32 %r31, 0x0;
-	@%p6 ld.global.L1::evict_last.b32 { %r31 }, [ %rd19 + 0 ];
-	@!%p6 mov.u32 %r31, %r11;
-	// end inline asm
-	mov.b32 	{%rs9, %rs10}, %r31;
-	.loc	1 45 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:31
-	add.s64 	%rd20, %rd18, 256;
-	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
-	// begin inline asm
-	mov.u32 %r35, 0x0;
-	mov.u32 %r36, 0x0;
-	@%p6 ld.global.L1::evict_last.v2.b32 { %r35, %r36 }, [ %rd20 + 0 ];
-	@!%p6 mov.u32 %r35, %r11;
-	@!%p6 mov.u32 %r36, %r11;
-	// end inline asm
-	.loc	1 53 54                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:54
-	add.s32 	%r8, %r2, -64;
-	.loc	1 53 46                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:46
-	add.s32 	%r46, %r43, %r8;
-	.loc	1 53 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:31
-	mul.wide.s32 	%rd30, %r46, 2;
-	add.s64 	%rd21, %rd5, %rd30;
-	.loc	1 53 60                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:53:60
-	// begin inline asm
-	mov.u32 %r39, 0x0;
-	@%p7 ld.global.L1::evict_last.b32 { %r39 }, [ %rd21 + 0 ];
-	@!%p7 mov.u32 %r39, %r11;
-	// end inline asm
-	mov.b32 	{%rs11, %rs12}, %r39;
-	.loc	1 55 36                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:55:36
-	// begin inline asm
-	mov.u64 %rd22, 0x0;
-	@%p7 ld.global.L1::evict_last.b64 { %rd22 }, [ %rd12 + 0 ];
-	@!%p7 mov.u64 %rd22, 0x0;
-	// end inline asm
-	// begin inline asm
-	mov.u64 %rd24, 0x0;
-	@%p7 ld.global.L1::evict_last.b64 { %rd24 }, [ %rd12 + 0 ];
-	@!%p7 mov.u64 %rd24, 0x0;
-	// end inline asm
-	.loc	1 59 35                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:59:35
-	shr.u64 	%rd31, %rd22, 48;
-	and.b64  	%rd32, %rd31, 32768;
-	add.s64 	%rd4, %rd32, %rd22;
-	.loc	1 60 65                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:65
-	setp.lt.u64 	%p24, %rd4, 32768;
-	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
-	or.pred  	%p25, %p6, %p24;
-	@%p25 bra 	$L__BB0_4;
-	bra.uni 	$L__BB0_3;
-$L__BB0_4:
-	.loc	1 0 120                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:120
-	ld.param.u64 	%rd7, [triton_poi_fused__to_copy_cat_1_param_3];
-	// begin inline asm
-	cvt.f32.bf16 %r12, %rs3;
-	// end inline asm
-	mov.b32 	%f1, %r12;
-	// begin inline asm
-	cvt.f32.bf16 %r13, %rs4;
-	// end inline asm
-	mov.b32 	%f2, %r13;
-	cvt.s64.s32 	%rd3, %r2;
-	// begin inline asm
-	cvt.f32.bf16 %r33, %rs9;
-	// end inline asm
-	mov.b32 	%f3, %r33;
-	// begin inline asm
-	cvt.f32.bf16 %r34, %rs10;
-	// end inline asm
-	mov.b32 	%f4, %r34;
-	// begin inline asm
-	cvt.f32.bf16 %r41, %rs11;
-	// end inline asm
-	mov.b32 	%f5, %r41;
-	// begin inline asm
-	cvt.f32.bf16 %r42, %rs12;
-	// end inline asm
-	mov.b32 	%f6, %r42;
-	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
-	mov.b32 	%f7, %r28;
-	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
-	mov.b32 	%f8, %r36;
-	.loc	1 46 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:46:20
-	mul.f32 	%f9, %f4, %f8;
-	.loc	1 47 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:47:20
-	neg.f32 	%f10, %f9;
-	fma.rn.f32 	%f11, %f2, %f7, %f10;
-	.loc	1 41 50                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:41:50
-	mov.b32 	%f12, %r27;
-	.loc	1 45 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:45:55
-	mov.b32 	%f13, %r35;
-	.loc	1 46 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:46:20
-	mul.f32 	%f14, %f3, %f13;
-	.loc	1 47 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:47:20
-	neg.f32 	%f15, %f14;
-	fma.rn.f32 	%f16, %f1, %f12, %f15;
-	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
-	bar.sync 	0;
-	.loc	1 61 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:31
-	shl.b64 	%rd37, %rd4, 9;
-	add.s64 	%rd38, %rd6, %rd37;
-	shl.b64 	%rd39, %rd3, 2;
-	add.s64 	%rd35, %rd38, %rd39;
-	add.s64 	%rd33, %rd35, -256;
-	.loc	1 61 58                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:61:58
-	// begin inline asm
-	mov.u32 %r48, 0x0;
-	mov.u32 %r49, 0x0;
-	@%p7 ld.global.L1::evict_last.v2.b32 { %r48, %r49 }, [ %rd33 + 0 ];
-	@!%p7 mov.u32 %r48, %r11;
-	@!%p7 mov.u32 %r49, %r11;
-	// end inline asm
-	mov.b32 	%f17, %r48;
-	mov.b32 	%f18, %r49;
-	.loc	1 63 41                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:41
-	add.s32 	%r63, %r3, %r8;
-	.loc	1 63 31                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:31
-	mul.wide.s32 	%rd40, %r63, 2;
-	add.s64 	%rd34, %rd5, %rd40;
-	.loc	1 63 55                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:55
-	// begin inline asm
-	mov.u32 %r52, 0x0;
-	@%p7 ld.global.L1::evict_last.b32 { %r52 }, [ %rd34 + 0 ];
-	@!%p7 mov.u32 %r52, %r11;
-	// end inline asm
-	mov.b32 	{%rs17, %rs18}, %r52;
-	.loc	1 63 106                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:63:106
-	// begin inline asm
-	cvt.f32.bf16 %r54, %rs17;
-	// end inline asm
-	mov.b32 	%f19, %r54;
-	// begin inline asm
-	cvt.f32.bf16 %r55, %rs18;
-	// end inline asm
-	mov.b32 	%f20, %r55;
-	.loc	1 65 63                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:65:63
-	// begin inline asm
-	mov.u32 %r56, 0x0;
-	mov.u32 %r57, 0x0;
-	@%p7 ld.global.L1::evict_last.v2.b32 { %r56, %r57 }, [ %rd35 + 0 ];
-	@!%p7 mov.u32 %r56, %r11;
-	@!%p7 mov.u32 %r57, %r11;
-	// end inline asm
-	mov.b32 	%f21, %r56;
-	mov.b32 	%f22, %r57;
-	.loc	1 66 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:66:20
-	mul.f32 	%f23, %f19, %f21;
-	mul.f32 	%f24, %f20, %f22;
-	.loc	1 67 20                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:67:20
-	fma.rn.f32 	%f25, %f5, %f17, %f23;
-	fma.rn.f32 	%f26, %f6, %f18, %f24;
-	.loc	1 0 0                           // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:0:0
-	selp.f32 	%f27, %f16, %f25, %p6;
-	selp.f32 	%f28, %f11, %f26, %p6;
-	.loc	1 72 25                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:25
-	add.s64 	%rd36, %rd7, %rd14;
-	.loc	1 72 37                         // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:37
-	mov.b32 	%r60, %f27;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs15, %r60;
-	// end inline asm
-	mov.b32 	%r61, %f28;
-	// begin inline asm
-	cvt.rn.bf16.f32 %rs16, %r61;
-	// end inline asm
-	mov.b32 	%r65, {%rs15, %rs16};
-	mov.pred 	%p34, -1;
-	// begin inline asm
-	@%p34 st.global.b32 [ %rd36 + 0 ], { %r65 };
-	// end inline asm
-	.loc	1 72 4                          // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:72:4
-	ret;
-$L__BB0_1:
-	.loc	1 40 119                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:40:119
-	mov.u64 	%rd48, assertMessage_0;
-	cvta.global.u64 	%rd49, %rd48;
-	mov.u64 	%rd50, assertFile_0;
-	cvta.global.u64 	%rd51, %rd50;
-	mov.u64 	%rd52, assertFunc_0;
-	cvta.global.u64 	%rd53, %rd52;
-	{ // callseq 1, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd49;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd51;
-	.param .b32 param2;
-	st.param.b32 	[param2], 40;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd53;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 1
-	trap;
-$L__BB0_3:
-	.loc	1 60 120                        // clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py:60:120
-	mov.u64 	%rd42, assertMessage_1;
-	cvta.global.u64 	%rd43, %rd42;
-	mov.u64 	%rd44, assertFile_1;
-	cvta.global.u64 	%rd45, %rd44;
-	mov.u64 	%rd46, assertFunc_1;
-	cvta.global.u64 	%rd47, %rd46;
-	{ // callseq 0, 0
-	.param .b64 param0;
-	st.param.b64 	[param0], %rd43;
-	.param .b64 param1;
-	st.param.b64 	[param1], %rd45;
-	.param .b32 param2;
-	st.param.b32 	[param2], 60;
-	.param .b64 param3;
-	st.param.b64 	[param3], %rd47;
-	.param .b64 param4;
-	st.param.b64 	[param4], 1;
-	call.uni 
-	__assertfail, 
-	(
-	param0, 
-	param1, 
-	param2, 
-	param3, 
-	param4
-	);
-	} // callseq 0
-	trap;
-$L__tmp1:
-$L__func_end0:
-                                        // -- End function
-}
-	.file	1 "/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py"
-	.section	.debug_abbrev
-	{
-.b8 1                                   // Abbreviation Code
-.b8 17                                  // DW_TAG_compile_unit
-.b8 0                                   // DW_CHILDREN_no
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-.b8 16                                  // DW_AT_stmt_list
-.b8 6                                   // DW_FORM_data4
-.b8 27                                  // DW_AT_comp_dir
-.b8 8                                   // DW_FORM_string
-.b8 0                                   // EOM(1)
-.b8 0                                   // EOM(2)
-.b8 0                                   // EOM(3)
-	}
-	.section	.debug_info
-	{
-.b32 125                                // Length of Unit
-.b8 2                                   // DWARF version number
-.b8 0
-.b32 .debug_abbrev                      // Offset Into Abbrev. Section
-.b8 8                                   // Address Size (in bytes)
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-.b32 .debug_line                        // DW_AT_stmt_list
-.b8 47                                  // DW_AT_comp_dir
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-.b8 0
-	}
-	.section	.debug_macinfo	{	}
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir
deleted file mode 100644
index 9e556ad..0000000
--- a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttgir
+++ /dev/null
@@ -1,181 +0,0 @@
-#blocked = #triton_gpu.blocked<{sizePerThread = [2], threadsPerWarp = [32], warpsPerCTA = [4], order = [0]}>
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
-module attributes {"triton_gpu.num-ctas" = 1 : i32, "triton_gpu.num-warps" = 4 : i32, triton_gpu.target = "cuda:89", "triton_gpu.threads-per-warp" = 32 : i32} {
-  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<64> : tensor<256xi64, #blocked> loc(#loc1)
-    %cst_0 = arith.constant dense<0.000000e+00> : tensor<256xf32, #blocked> loc(#loc1)
-    %cst_1 = arith.constant dense<128> : tensor<256xi64, #blocked> loc(#loc1)
-    %cst_2 = arith.constant dense<0> : tensor<256xi64, #blocked> loc(#loc1)
-    %cst_3 = arith.constant dense<32768> : tensor<256xi64, #blocked> loc(#loc1)
-    %cst_4 = arith.constant dense<0.000000e+00> : tensor<256xbf16, #blocked> loc(#loc1)
-    %c256_i32 = arith.constant 256 : i32 loc(#loc1)
-    %cst_5 = arith.constant dense<true> : tensor<256xi1, #blocked> loc(#loc1)
-    %cst_6 = arith.constant dense<128> : tensor<256xi32, #blocked> loc(#loc1)
-    %cst_7 = arith.constant dense<512> : tensor<256xi32, #blocked> loc(#loc1)
-    %cst_8 = arith.constant dense<64> : tensor<256xi32, #blocked> loc(#loc1)
-    %cst_9 = arith.constant dense<-64> : tensor<256xi32, #blocked> loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c256_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 256 : i32, start = 0 : i32} : tensor<256xi32, #blocked> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<256xi32, #blocked> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<256xi32, #blocked> loc(#loc5)
-    %5 = arith.remsi %4, %cst_6 : tensor<256xi32, #blocked> loc(#loc6)
-    %6 = arith.divsi %4, %cst_6 : tensor<256xi32, #blocked> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<256xi32, #blocked> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<256xi32, #blocked> to tensor<256xi64, #blocked> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst : tensor<256xi64, #blocked> loc(#loc9)
-    %10 = arith.muli %6, %cst_6 : tensor<256xi32, #blocked> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<256xi32, #blocked> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc13)
-    %15 = arith.extf %14 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<256x!tt.ptr<i64>, #blocked> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<256x!tt.ptr<i64>, #blocked>, tensor<256xi32, #blocked> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_2 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>, #blocked> loc(#loc16)
-    %19 = arith.addi %18, %cst_3 : tensor<256xi64, #blocked> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_2 : tensor<256xi64, #blocked> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<256xi1, #blocked>, tensor<256xi64, #blocked> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_2 : tensor<256xi64, #blocked> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst_3 : tensor<256xi64, #blocked> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<256xi1, #blocked> loc(#loc22)
-    %25 = arith.xori %9, %cst_5 : tensor<256xi1, #blocked> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<256xi1, #blocked> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<256xi1, #blocked> loc(#loc25)
-    %27 = arith.muli %21, %cst_1 : tensor<256xi64, #blocked> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<256xi64, #blocked> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<256x!tt.ptr<f32>, #blocked> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<256xf32, #blocked> loc(#loc30)
-    %33 = arith.addi %10, %cst_8 : tensor<256xi32, #blocked> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<256xi32, #blocked> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc34)
-    %37 = arith.extf %36 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc35)
-    %38 = arith.addi %27, %cst : tensor<256xi64, #blocked> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<256xi64, #blocked> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<256xf32, #blocked> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<256xf32, #blocked> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst : tensor<256xi64, #blocked> loc(#loc42)
-    %45 = arith.addi %5, %cst_9 : tensor<256xi32, #blocked> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<256xi32, #blocked> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc46)
-    %49 = arith.extf %48 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_2 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>, #blocked> loc(#loc48)
-    %51 = arith.addi %50, %cst_3 : tensor<256xi64, #blocked> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_2 : tensor<256xi64, #blocked> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<256xi1, #blocked>, tensor<256xi64, #blocked> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_2 : tensor<256xi64, #blocked> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst_3 : tensor<256xi64, #blocked> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<256xi1, #blocked> loc(#loc54)
-    %57 = arith.xori %44, %cst_5 : tensor<256xi1, #blocked> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<256xi1, #blocked> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<256xi1, #blocked> loc(#loc57)
-    %59 = arith.muli %53, %cst_1 : tensor<256xi64, #blocked> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<256xi32, #blocked> to tensor<256xi64, #blocked> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<256xi64, #blocked> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<256xf32, #blocked> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<256xi32, #blocked> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_4 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc65)
-    %68 = arith.extf %67 : tensor<256xbf16, #blocked> to tensor<256xf32, #blocked> loc(#loc66)
-    %69 = arith.addi %59, %cst : tensor<256xi64, #blocked> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<256xi64, #blocked> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<256x!tt.ptr<f32>, #blocked>, tensor<256xi64, #blocked> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>, #blocked> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<256xf32, #blocked> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<256xf32, #blocked> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_0 : tensor<256xi1, #blocked>, tensor<256xf32, #blocked> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<256xi1, #blocked>, tensor<256xf32, #blocked> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<256x!tt.ptr<bf16>, #blocked>, tensor<256xi32, #blocked> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<256xf32, #blocked> to tensor<256xbf16, #blocked> loc(#loc77)
-    tt.store %78, %79 : tensor<256x!tt.ptr<bf16>, #blocked> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:106)
-#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:36)
-#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:49)
-#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:31)
-#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:63)
-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:4)
-#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir b/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir
deleted file mode 100644
index 6ef0057..0000000
--- a/tmp/torchinductor_ljp/triton/0/uU07EvDjujhw9C74O9jnDvVaGNTZPLiWz6-j45Qc0zY/triton_poi_fused__to_copy_cat_1.ttir
+++ /dev/null
@@ -1,180 +0,0 @@
-#loc = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)
-module {
-  tt.func public @triton_poi_fused__to_copy_cat_1(%arg0: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg1: !tt.ptr<i64> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg2: !tt.ptr<f32> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg3: !tt.ptr<bf16> {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0), %arg4: i32 {tt.divisibility = 16 : i32} loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":19:0)) attributes {noinline = false} {
-    %cst = arith.constant dense<32768> : tensor<256xi64> loc(#loc1)
-    %cst_0 = arith.constant dense<0> : tensor<256xi64> loc(#loc1)
-    %cst_1 = arith.constant dense<0.000000e+00> : tensor<256xbf16> loc(#loc1)
-    %cst_2 = arith.constant dense<-64> : tensor<256xi32> loc(#loc1)
-    %cst_3 = arith.constant dense<64> : tensor<256xi32> loc(#loc1)
-    %cst_4 = arith.constant dense<128> : tensor<256xi64> loc(#loc1)
-    %cst_5 = arith.constant dense<0.000000e+00> : tensor<256xf32> loc(#loc1)
-    %cst_6 = arith.constant dense<64> : tensor<256xi64> loc(#loc1)
-    %cst_7 = arith.constant dense<512> : tensor<256xi32> loc(#loc1)
-    %cst_8 = arith.constant dense<128> : tensor<256xi32> loc(#loc1)
-    %cst_9 = arith.constant dense<true> : tensor<256xi1> loc(#loc1)
-    %c256_i32 = arith.constant 256 : i32 loc(#loc1)
-    %0 = tt.get_program_id x : i32 loc(#loc2)
-    %1 = arith.muli %0, %c256_i32 : i32 loc(#loc3)
-    %2 = tt.make_range {end = 256 : i32, start = 0 : i32} : tensor<256xi32> loc(#loc4)
-    %3 = tt.splat %1 : i32 -> tensor<256xi32> loc(#loc5)
-    %4 = arith.addi %3, %2 : tensor<256xi32> loc(#loc5)
-    %5 = arith.remsi %4, %cst_8 : tensor<256xi32> loc(#loc6)
-    %6 = arith.divsi %4, %cst_8 : tensor<256xi32> loc(#loc7)
-    %7 = arith.divsi %4, %cst_7 : tensor<256xi32> loc(#loc8)
-    %8 = arith.extsi %5 : tensor<256xi32> to tensor<256xi64> loc(#loc9)
-    %9 = arith.cmpi slt, %8, %cst_6 : tensor<256xi64> loc(#loc9)
-    %10 = arith.muli %6, %cst_8 : tensor<256xi32> loc(#loc10)
-    %11 = arith.addi %10, %5 : tensor<256xi32> loc(#loc11)
-    %12 = tt.splat %arg0 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>> loc(#loc12)
-    %13 = tt.addptr %12, %11 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc12)
-    %14 = tt.load %13, %9, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc13)
-    %15 = arith.extf %14 : tensor<256xbf16> to tensor<256xf32> loc(#loc14)
-    %16 = tt.splat %arg1 : !tt.ptr<i64> -> tensor<256x!tt.ptr<i64>> loc(#loc15)
-    %17 = tt.addptr %16, %7 : tensor<256x!tt.ptr<i64>>, tensor<256xi32> loc(#loc15)
-    %18 = tt.load %17, %9, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>> loc(#loc16)
-    %19 = arith.addi %18, %cst : tensor<256xi64> loc(#loc17)
-    %20 = arith.cmpi slt, %18, %cst_0 : tensor<256xi64> loc(#loc18)
-    %21 = arith.select %20, %19, %18 : tensor<256xi1>, tensor<256xi64> loc(#loc19)
-    %22 = arith.cmpi sge, %21, %cst_0 : tensor<256xi64> loc(#loc20)
-    %23 = arith.cmpi slt, %21, %cst : tensor<256xi64> loc(#loc21)
-    %24 = arith.andi %22, %23 : tensor<256xi1> loc(#loc22)
-    %25 = arith.xori %9, %cst_9 : tensor<256xi1> loc(#loc23)
-    %26 = arith.ori %24, %25 : tensor<256xi1> loc(#loc24)
-    tt.assert %26, "index out of bounds: 0 <= tl.broadcast_to(tmp11, [XBLOCK]) < 32768" : tensor<256xi1> loc(#loc25)
-    %27 = arith.muli %21, %cst_4 : tensor<256xi64> loc(#loc26)
-    %28 = arith.addi %27, %8 : tensor<256xi64> loc(#loc27)
-    %29 = tt.splat %arg2 : !tt.ptr<f32> -> tensor<256x!tt.ptr<f32>> loc(#loc28)
-    %30 = tt.addptr %29, %28 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc28)
-    %31 = tt.load %30, %9, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc29)
-    %32 = arith.mulf %15, %31 : tensor<256xf32> loc(#loc30)
-    %33 = arith.addi %10, %cst_3 : tensor<256xi32> loc(#loc31)
-    %34 = arith.addi %33, %5 : tensor<256xi32> loc(#loc32)
-    %35 = tt.addptr %12, %34 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc33)
-    %36 = tt.load %35, %9, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc34)
-    %37 = arith.extf %36 : tensor<256xbf16> to tensor<256xf32> loc(#loc35)
-    %38 = arith.addi %27, %cst_6 : tensor<256xi64> loc(#loc36)
-    %39 = arith.addi %38, %8 : tensor<256xi64> loc(#loc37)
-    %40 = tt.addptr %29, %39 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc38)
-    %41 = tt.load %40, %9, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc39)
-    %42 = arith.mulf %37, %41 : tensor<256xf32> loc(#loc40)
-    %43 = arith.subf %32, %42 : tensor<256xf32> loc(#loc41)
-    %44 = arith.cmpi sge, %8, %cst_6 : tensor<256xi64> loc(#loc42)
-    %45 = arith.addi %5, %cst_2 : tensor<256xi32> loc(#loc43)
-    %46 = arith.addi %33, %45 : tensor<256xi32> loc(#loc44)
-    %47 = tt.addptr %12, %46 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc45)
-    %48 = tt.load %47, %44, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc46)
-    %49 = arith.extf %48 : tensor<256xbf16> to tensor<256xf32> loc(#loc47)
-    %50 = tt.load %17, %44, %cst_0 evictionPolicy = evict_last : tensor<256x!tt.ptr<i64>> loc(#loc48)
-    %51 = arith.addi %50, %cst : tensor<256xi64> loc(#loc49)
-    %52 = arith.cmpi slt, %50, %cst_0 : tensor<256xi64> loc(#loc50)
-    %53 = arith.select %52, %51, %50 : tensor<256xi1>, tensor<256xi64> loc(#loc51)
-    %54 = arith.cmpi sge, %53, %cst_0 : tensor<256xi64> loc(#loc52)
-    %55 = arith.cmpi slt, %53, %cst : tensor<256xi64> loc(#loc53)
-    %56 = arith.andi %54, %55 : tensor<256xi1> loc(#loc54)
-    %57 = arith.xori %44, %cst_9 : tensor<256xi1> loc(#loc55)
-    %58 = arith.ori %56, %57 : tensor<256xi1> loc(#loc56)
-    tt.assert %58, "index out of bounds: 0 <= tl.broadcast_to(tmp31, [XBLOCK]) < 32768" : tensor<256xi1> loc(#loc57)
-    %59 = arith.muli %53, %cst_4 : tensor<256xi64> loc(#loc58)
-    %60 = arith.extsi %45 : tensor<256xi32> to tensor<256xi64> loc(#loc59)
-    %61 = arith.addi %59, %60 : tensor<256xi64> loc(#loc59)
-    %62 = tt.addptr %29, %61 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc60)
-    %63 = tt.load %62, %44, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc61)
-    %64 = arith.mulf %49, %63 : tensor<256xf32> loc(#loc62)
-    %65 = arith.addi %10, %45 : tensor<256xi32> loc(#loc63)
-    %66 = tt.addptr %12, %65 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc64)
-    %67 = tt.load %66, %44, %cst_1 evictionPolicy = evict_last : tensor<256x!tt.ptr<bf16>> loc(#loc65)
-    %68 = arith.extf %67 : tensor<256xbf16> to tensor<256xf32> loc(#loc66)
-    %69 = arith.addi %59, %cst_6 : tensor<256xi64> loc(#loc67)
-    %70 = arith.addi %69, %60 : tensor<256xi64> loc(#loc68)
-    %71 = tt.addptr %29, %70 : tensor<256x!tt.ptr<f32>>, tensor<256xi64> loc(#loc69)
-    %72 = tt.load %71, %44, %cst_5 evictionPolicy = evict_last : tensor<256x!tt.ptr<f32>> loc(#loc70)
-    %73 = arith.mulf %68, %72 : tensor<256xf32> loc(#loc71)
-    %74 = arith.addf %64, %73 : tensor<256xf32> loc(#loc72)
-    %75 = arith.select %44, %74, %cst_5 : tensor<256xi1>, tensor<256xf32> loc(#loc73)
-    %76 = arith.select %9, %43, %75 : tensor<256xi1>, tensor<256xf32> loc(#loc79)
-    %77 = tt.splat %arg3 : !tt.ptr<bf16> -> tensor<256x!tt.ptr<bf16>> loc(#loc76)
-    %78 = tt.addptr %77, %4 : tensor<256x!tt.ptr<bf16>>, tensor<256xi32> loc(#loc76)
-    %79 = arith.truncf %76 : tensor<256xf32> to tensor<256xbf16> loc(#loc77)
-    tt.store %78, %79 : tensor<256x!tt.ptr<bf16>> loc(#loc77)
-    tt.return loc(#loc78)
-  } loc(#loc)
-} loc(#loc)
-#loc1 = loc(unknown)
-#loc2 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:28)
-#loc3 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":21:33)
-#loc4 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:36)
-#loc5 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":22:23)
-#loc6 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":24:19)
-#loc7 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":25:19)
-#loc8 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":26:19)
-#loc9 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":32:18)
-#loc10 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:34)
-#loc11 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:40)
-#loc12 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:30)
-#loc13 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:46)
-#loc14 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":33:96)
-#loc15 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:30)
-#loc16 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":35:35)
-#loc17 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":37:18)
-#loc18 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":38:19)
-#loc19 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":39:34)
-#loc20 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:28)
-#loc21 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:100)
-#loc22 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:65)
-#loc23 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:112)
-#loc24 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:110)
-#loc25 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":40:119)
-#loc26 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:35)
-#loc27 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:44)
-#loc28 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:31)
-#loc29 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":41:50)
-#loc30 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":42:19)
-#loc31 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:36)
-#loc32 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:46)
-#loc33 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:31)
-#loc34 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:52)
-#loc35 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":43:102)
-#loc36 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:36)
-#loc37 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:49)
-#loc38 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:31)
-#loc39 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":45:55)
-#loc40 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":46:20)
-#loc41 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":47:20)
-#loc42 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":50:20)
-#loc43 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:54)
-#loc44 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:46)
-#loc45 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:31)
-#loc46 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:60)
-#loc47 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":53:111)
-#loc48 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":55:36)
-#loc49 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":57:20)
-#loc50 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":58:20)
-#loc51 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":59:35)
-#loc52 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:28)
-#loc53 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:100)
-#loc54 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:65)
-#loc55 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:112)
-#loc56 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:110)
-#loc57 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":60:120)
-#loc58 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:35)
-#loc59 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:44)
-#loc60 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:31)
-#loc61 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":61:58)
-#loc62 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":62:20)
-#loc63 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:41)
-#loc64 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:31)
-#loc65 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:55)
-#loc66 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":63:106)
-#loc67 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:36)
-#loc68 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:49)
-#loc69 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:31)
-#loc70 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":65:63)
-#loc71 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":66:20)
-#loc72 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":67:20)
-#loc73 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":69:35)
-#loc74 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":70:34)
-#loc75 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":49:34)
-#loc76 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:25)
-#loc77 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:37)
-#loc78 = loc("/home/ljp/llm/Diffulex/tmp/torchinductor_ljp/lz/clzptcyhundzqpgatwu5o26p52pvsrrnbkeuxelxilyppndu6kix.py":72:4)
-#loc79 = loc(fused[#loc74, #loc75])
diff --git a/tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config b/tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config
deleted file mode 100644
index cf1032b..0000000
--- a/tmp/torchinductor_ljp/uu/0bd4f1430997f407a2f8c3fa5534d6733eb05fdf6719a4484c2e6b818ed313c6.best_config
+++ /dev/null
@@ -1 +0,0 @@
-{"XBLOCK": 1024, "num_warps": 4, "num_stages": 1, "configs_hash": "3ca5c3e34d35093f3c9ab2829a9faeebad5e61c4ca13d5ed6053d7b71ce60d5a", "found_by_coordesc": false, "time_taken_ms": 85}
\ No newline at end of file
diff --git a/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py b/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
deleted file mode 100644
index b1255c5..0000000
--- a/tmp/torchinductor_ljp/uu/cuummhpyipjepzhigpbb46vm6jghk6wxdnmpuwt43ekkwfyf425e.py
+++ /dev/null
@@ -1,34 +0,0 @@
-
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.pointwise(
-    size_hints={'x': 2097152}, 
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'out_ptr0': '*bf16', 'xnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_poi_fused_mul_silu_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 2, 'num_reduction': 0, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False},
-    min_elem_per_thread=0
-)
-@triton.jit
-def triton_poi_fused_mul_silu_0(in_ptr0, out_ptr0, xnumel, XBLOCK : tl.constexpr):
-    xnumel = 1212416
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:]
-    xmask = tl.full([XBLOCK], True, tl.int1)
-    x0 = (xindex % 18944)
-    x1 = xindex // 18944
-    x2 = xindex
-    tmp0 = tl.load(in_ptr0 + (x0 + 37888*x1), None).to(tl.float32)
-    tmp5 = tl.load(in_ptr0 + (18944 + x0 + 37888*x1), None).to(tl.float32)
-    tmp1 = tmp0.to(tl.float32)
-    tmp2 = tl.sigmoid(tmp1)
-    tmp3 = tmp1 * tmp2
-    tmp4 = tmp3.to(tl.float32)
-    tmp6 = tmp4 * tmp5
-    tl.store(out_ptr0 + (x2), tmp6, None)
diff --git a/tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py b/tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py
deleted file mode 100644
index d740973..0000000
--- a/tmp/torchinductor_ljp/v2/cv27eiwd3jpbrftmxjqhd2ukrycgxd5tbt37ebfkomtupruk5izk.py
+++ /dev/null
@@ -1,149 +0,0 @@
-# AOT ID: ['0_inference']
-from ctypes import c_void_p, c_long, c_int
-import torch
-import math
-import random
-import os
-import tempfile
-from math import inf, nan
-from torch._inductor.hooks import run_intermediate_hooks
-from torch._inductor.utils import maybe_profile
-from torch._inductor.codegen.memory_planning import _align as align
-from torch import device, empty_strided
-from torch._inductor.async_compile import AsyncCompile
-from torch._inductor.select_algorithm import extern_kernels
-from torch._inductor.codegen.multi_kernel import MultiKernelCall
-import triton
-import triton.language as tl
-from torch._inductor.runtime.triton_heuristics import (
-    grid,
-    split_scan_grid,
-    grid_combo_kernels,
-    start_graph,
-    end_graph,
-    cooperative_reduction_grid,
-)
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-from torch._C import _cuda_getCurrentRawStream as get_raw_stream
-
-aten = torch.ops.aten
-inductor_ops = torch.ops.inductor
-_quantized = torch.ops._quantized
-assert_size_stride = torch._C._dynamo.guards.assert_size_stride
-empty_strided_cpu = torch._C._dynamo.guards._empty_strided_cpu
-empty_strided_cuda = torch._C._dynamo.guards._empty_strided_cuda
-empty_strided_xpu = torch._C._dynamo.guards._empty_strided_xpu
-reinterpret_tensor = torch._C._dynamo.guards._reinterpret_tensor
-alloc_from_pool = torch.ops.inductor._alloc_from_pool
-async_compile = AsyncCompile()
-empty_strided_p2p = torch._C._distributed_c10d._SymmetricMemory.empty_strided_p2p
-
-
-# kernel path: /home/ljp/llm/Diffulex/tmp/torchinductor_ljp/gq/cgq7hprqcvvvjblx2eovzw3mw6aprhfnjbb4qmyda5obhdaw4sts.py
-# Topologically Sorted Source Nodes: [x, pow_1, var, add, rsqrt, mul_, to_1, x_1], Original ATen: [aten._to_copy, aten.pow, aten.mean, aten.add, aten.rsqrt, aten.mul]
-# Source node to ATen node mapping:
-#   add => add
-#   mul_ => mul
-#   pow_1 => pow_1
-#   rsqrt => rsqrt
-#   to_1 => convert_element_type_1
-#   var => mean
-#   x => convert_element_type
-#   x_1 => mul_1
-# Graph fragment:
-#   %convert_element_type : [num_users=2] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%arg0_1, torch.float32), kwargs = {})
-#   %pow_1 : [num_users=1] = call_function[target=torch.ops.aten.pow.Tensor_Scalar](args = (%convert_element_type, 2), kwargs = {})
-#   %mean : [num_users=1] = call_function[target=torch.ops.aten.mean.dim](args = (%pow_1, [-1], True), kwargs = {})
-#   %add : [num_users=1] = call_function[target=torch.ops.aten.add.Tensor](args = (%mean, 1e-06), kwargs = {})
-#   %rsqrt : [num_users=1] = call_function[target=torch.ops.aten.rsqrt.default](args = (%add,), kwargs = {})
-#   %mul : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type, %rsqrt), kwargs = {})
-#   %convert_element_type_1 : [num_users=1] = call_function[target=torch.ops.prims.convert_element_type.default](args = (%mul, torch.bfloat16), kwargs = {})
-#   %mul_1 : [num_users=1] = call_function[target=torch.ops.aten.mul.Tensor](args = (%convert_element_type_1, %arg1_1), kwargs = {})
-triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0 = async_compile.triton('triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', '''
-import triton
-import triton.language as tl
-from triton.compiler.compiler import AttrsDescriptor
-
-from torch._inductor.runtime import triton_helpers, triton_heuristics
-from torch._inductor.runtime.triton_helpers import libdevice, math as tl_math
-from torch._inductor.runtime.hints import AutotuneHint, ReductionHint, TileHint, DeviceProperties
-triton_helpers.set_driver_to_gpu()
-
-@triton_heuristics.reduction(
-    size_hints={'x': 64, 'r': 4096},
-    reduction_hint=ReductionHint.INNER,
-    filename=__file__,
-    triton_meta={'signature': {'in_ptr0': '*bf16', 'in_ptr1': '*bf16', 'out_ptr1': '*bf16', 'xnumel': 'i32', 'rnumel': 'i32'}, 'device': DeviceProperties(type='cuda', index=0, multi_processor_count=128, cc=89, major=8, regs_per_multiprocessor=65536, max_threads_per_multi_processor=1536, warp_size=32), 'constants': {}, 'configs': [AttrsDescriptor.from_dict({'arg_properties': {'tt.divisibility': (0, 1, 2, 3, 4), 'tt.equal_to': ()}, 'cls': 'AttrsDescriptor'})]},
-    inductor_meta={'autotune_hints': set(), 'kernel_name': 'triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0', 'mutated_arg_names': [], 'optimize_mem': True, 'no_x_dim': False, 'num_load': 3, 'num_reduction': 1, 'backend_hash': 'E859E07B6B62AFA163C40CD3F96C46CB1FA6DF68D13FA0DF3E136DE6944A067E', 'are_deterministic_algorithms_enabled': False, 'assert_indirect_indexing': True, 'autotune_local_cache': True, 'autotune_pointwise': True, 'autotune_remote_cache': None, 'force_disable_caches': False, 'dynamic_scale_rblock': True, 'max_autotune': False, 'max_autotune_pointwise': False, 'min_split_scan_rblock': 256, 'spill_threshold': 16, 'store_cubin': False}
-)
-@triton.jit
-def triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0(in_ptr0, in_ptr1, out_ptr1, xnumel, rnumel, XBLOCK : tl.constexpr, RBLOCK : tl.constexpr):
-    xnumel = 64
-    rnumel = 3584
-    xoffset = tl.program_id(0) * XBLOCK
-    xindex = xoffset + tl.arange(0, XBLOCK)[:, None]
-    xmask = xindex < xnumel
-    rbase = tl.arange(0, RBLOCK)[None, :]
-    x0 = xindex
-    _tmp4 = tl.full([XBLOCK, RBLOCK], 0, tl.float32)
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp0 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp1 = tmp0.to(tl.float32)
-        tmp2 = tmp1 * tmp1
-        tmp3 = tl.broadcast_to(tmp2, [XBLOCK, RBLOCK])
-        tmp5 = _tmp4 + tmp3
-        _tmp4 = tl.where(rmask & xmask, tmp5, _tmp4)
-    tmp4 = tl.sum(_tmp4, 1)[:, None]
-    for roffset in range(0, rnumel, RBLOCK):
-        rindex = roffset + rbase
-        rmask = rindex < rnumel
-        r1 = rindex
-        tmp6 = tl.load(in_ptr0 + (r1 + 3584*x0), rmask & xmask, eviction_policy='evict_first', other=0.0).to(tl.float32)
-        tmp15 = tl.load(in_ptr1 + (r1), rmask, eviction_policy='evict_last', other=0.0).to(tl.float32)
-        tmp7 = tmp6.to(tl.float32)
-        tmp8 = 3584.0
-        tmp9 = tmp4 / tmp8
-        tmp10 = 1e-06
-        tmp11 = tmp9 + tmp10
-        tmp12 = libdevice.rsqrt(tmp11)
-        tmp13 = tmp7 * tmp12
-        tmp14 = tmp13.to(tl.float32)
-        tmp16 = tmp14 * tmp15
-        tl.store(out_ptr1 + (r1 + 3584*x0), tmp16, rmask & xmask)
-''', device_str='cuda')
-
-
-async_compile.wait(globals())
-del async_compile
-
-def call(args):
-    arg0_1, arg1_1 = args
-    args.clear()
-    assert_size_stride(arg0_1, (64, 3584), (3584, 1))
-    assert_size_stride(arg1_1, (3584, ), (1, ))
-    with torch.cuda._DeviceGuard(0):
-        torch.cuda.set_device(0)
-        buf1 = empty_strided_cuda((64, 3584), (3584, 1), torch.bfloat16)
-        # Topologically Sorted Source Nodes: [x, pow_1, var, add, rsqrt, mul_, to_1, x_1], Original ATen: [aten._to_copy, aten.pow, aten.mean, aten.add, aten.rsqrt, aten.mul]
-        stream0 = get_raw_stream(0)
-        triton_red_fused__to_copy_add_mean_mul_pow_rsqrt_0.run(arg0_1, arg1_1, buf1, 64, 3584, grid=grid(64), stream=stream0)
-        del arg0_1
-        del arg1_1
-    return (buf1, )
-
-
-def benchmark_compiled_module(times=10, repeat=10):
-    from torch._dynamo.testing import rand_strided
-    from torch._inductor.utils import print_performance
-    arg0_1 = rand_strided((64, 3584), (3584, 1), device='cuda:0', dtype=torch.bfloat16)
-    arg1_1 = rand_strided((3584, ), (1, ), device='cuda:0', dtype=torch.bfloat16)
-    fn = lambda: call([arg0_1, arg1_1])
-    return print_performance(fn, times=times, repeat=repeat)
-
-
-if __name__ == "__main__":
-    from torch._inductor.wrapper_benchmark import compiled_module_main
-    compiled_module_main('None', benchmark_compiled_module)

From 1725038c75aba1d0f7e147088929614d147469de Mon Sep 17 00:00:00 2001
From: Jianping Li <jplee0202@gmail.com>
Date: Mon, 12 Jan 2026 06:58:30 +0000
Subject: [PATCH 4/4] fix comment

---
 diffulex/engine/tp_worker.py     | 6 ------
 examples/test_async_inference.py | 9 +++------
 2 files changed, 3 insertions(+), 12 deletions(-)

diff --git a/diffulex/engine/tp_worker.py b/diffulex/engine/tp_worker.py
index e45ddc8..474a884 100755
--- a/diffulex/engine/tp_worker.py
+++ b/diffulex/engine/tp_worker.py
@@ -83,15 +83,12 @@ def step(self):
 
     async def step_async(self):
         """Async version of step that runs model inference in a thread pool."""
-        # Schedule and postprocess must run in the same thread to avoid race conditions
-        # Run the entire step in executor to ensure scheduler operations are thread-safe
         loop = asyncio.get_event_loop()
         executor = getattr(self, '_step_executor', None)
         if executor is None:
             executor = ThreadPoolExecutor(max_workers=1)
             self._step_executor = executor
         
-        # Run the entire step in executor to ensure scheduler operations are thread-safe
         def _step():
             seqs, is_prefill = self.scheduler.schedule()
             sample_output = self.model_runner.call("run", seqs, is_prefill)
@@ -108,7 +105,6 @@ def is_finished(self):
 
     async def is_finished_async(self):
         """Async version of is_finished (currently synchronous but provided for API consistency)."""
-        # Scheduler check is fast, but we make it async for consistency
         loop = asyncio.get_event_loop()
         return await loop.run_in_executor(None, self.is_finished)
 
@@ -210,11 +206,9 @@ async def generate_async(
                     outputs[seqid_to_idx[seq_id]] = token_ids
                 if use_tqdm:
                     pbar.update(1)
-            # Yield control to allow other async tasks to run
             await asyncio.sleep(0)
                     
         print(f"Finished in {n_steps} steps, prefill throughput: {prefill_throughput:.2f} tok/s, decode throughput: {decode_throughput:.2f} tok/s")
-        # Ensure all outputs are present
         assert all(toks is not None for toks in outputs), "Some sequences did not produce outputs"
         outputs = [{
             "text": self.tokenizer.decode(token_ids).split(self.tokenizer.eos_token)[0],
diff --git a/examples/test_async_inference.py b/examples/test_async_inference.py
index b7c1c20..e3f517a 100644
--- a/examples/test_async_inference.py
+++ b/examples/test_async_inference.py
@@ -11,7 +11,6 @@
 from diffulex import Diffulex, SamplingParams
 
 
-# Ensure we import Diffulex from THIS repo, not an installed copy.
 _REPO_ROOT = Path(__file__).resolve().parents[1]
 if str(_REPO_ROOT) not in sys.path:
     sys.path.insert(0, str(_REPO_ROOT))
@@ -52,7 +51,7 @@ def main() -> None:
     parser.add_argument(
         "--num-prompts",
         type=int,
-        default=3,
+        default=10,
         help="Number of prompts to test (will duplicate the prompt)",
     )
     parser.add_argument(
@@ -95,7 +94,6 @@ def main() -> None:
 
     tokenizer = AutoTokenizer.from_pretrained(args.model, trust_remote_code=True, use_fast=True)
 
-    # Prepare prompts (can be multiple for batch async inference)
     prompts = [args.prompt] * args.num_prompts
     sampling_params = SamplingParams(temperature=args.temperature, max_tokens=args.max_tokens)
 
@@ -120,7 +118,7 @@ def main() -> None:
         print(f"Average TPS: {total_tokens / elapsed_time:.2f} tok/s")
         if outputs and 'n_diff_steps' in outputs[0]:
             avg_diff_steps = sum(o['n_diff_steps'] for o in outputs) / len(outputs)
-            print(f"Average diffusion steps: {avg_diff_steps:.2f}")
+            print(f"Average steps: {avg_diff_steps:.2f}")
 
         print("\n" + "=" * 80)
         print("[Individual Results]")
@@ -130,7 +128,7 @@ def main() -> None:
             print(f"Text: {output['text']}")
             print(f"Token IDs length: {len(output['token_ids'])}")
             if 'n_diff_steps' in output:
-                print(f"Diffusion steps: {output['n_diff_steps']}")
+                print(f"Number of steps: {output['n_diff_steps']}")
             print("-" * 80)
 
     except Exception as e:
@@ -146,6 +144,5 @@ def main() -> None:
 
 
 if __name__ == "__main__":
-    # Avoid tokenizer parallel warnings in multi-proc.
     os.environ.setdefault("TOKENIZERS_PARALLELISM", "false")
     main()