From c366c9a5c5e737ea9a5a9b3e3043881ae8cc8d93 Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Sun, 10 Aug 2025 21:57:44 -0400
Subject: [PATCH 1/9] added cuda vram profiling to viewmetadata

---
 clams/app/__init__.py | 76 +++++++++++++++++++++++++++++++++++++++++--
 1 file changed, 73 insertions(+), 3 deletions(-)

diff --git a/clams/app/__init__.py b/clams/app/__init__.py
index d6c6dcf..6550327 100644
--- a/clams/app/__init__.py
+++ b/clams/app/__init__.py
@@ -148,7 +148,7 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
         pretty = refined.get('pretty', False)
         t = datetime.now()
         with warnings.catch_warnings(record=True) as ws:
-            annotated = self._annotate(mmif, **refined)
+            annotated, cuda_profiler = self._profile_cuda_memory(self._annotate)(mmif, **refined)
             if ws:
                 issued_warnings.extend(ws)
         if issued_warnings:
@@ -164,11 +164,21 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
             runtime_recs['architecture'] = platform.machine()
             # runtime_recs['processor'] = platform.processor()  # this only works on Windows
             runtime_recs['cuda'] = []
-            if shutil.which('nvidia-smi'):
+            # Use cuda_profiler data if available, otherwise fallback to nvidia-smi
+            if cuda_profiler:
+                for gpu_info, peak_memory_bytes in cuda_profiler.items():
+                    # Convert peak memory to human-readable format
+                    peak_memory_mb = peak_memory_bytes / (1000 * 1000)
+                    if peak_memory_mb >= 1000:
+                        peak_memory_str = f"{peak_memory_mb / 1000:.2f} GiB"
+                    else:
+                        peak_memory_str = f"{peak_memory_mb:.1f} MiB"
+                    runtime_recs['cuda'].append(f"{gpu_info}, Used {self._cuda_memory_to_str(peak_memory_bytes)}")
+            elif shutil.which('nvidia-smi'):
                 for gpu in subprocess.run(['nvidia-smi', '--query-gpu=name,memory.total', '--format=csv,noheader'], 
                                           stdout=subprocess.PIPE).stdout.decode('utf-8').strip().split('\n'):
                     name, mem = gpu.split(', ')
-                    runtime_recs['cuda'].append(f'{name} ({mem})')
+                    runtime_recs['cuda'].append(self._cuda_device_name_concat(name, mem))
         for annotated_view in annotated.views:
             if annotated_view.metadata.app == self.metadata.identifier:
                 if runningTime:
@@ -321,6 +331,66 @@ def validate_document_locations(mmif: Union[str, Mmif]) -> None:
                 #  (https://github.com/clamsproject/mmif/issues/150) , here is a good place for additional check for
                 #  file integrity
 
+    @staticmethod
+    def _cuda_memory_to_str(mem) -> str:
+        mib = mem / (1024 * 1024)
+        if mib >= 1024:
+            return f"{mib / 1024:.2f} GiB"
+        else:
+            return f"{mib:.1f} MiB"
+
+    @staticmethod
+    def _cuda_device_name_concat(name, mem):
+        if type(mem) in (bytes, int):
+            mem = ClamsApp._cuda_memory_to_str(mem)
+        return f"{name}, With {mem}"
+
+    @staticmethod
+    def _profile_cuda_memory(func):
+        """
+        Decorator for profiling CUDA memory usage during _annotate execution.
+        
+        :param func: The function to wrap (typically _annotate)
+        :return: Decorated function that returns (result, cuda_profiler)
+                 where cuda_profiler is dict with "<GPU_NAME>, <GPU_TOTAL_MEMORY>" keys
+                 and peak memory usage values
+        """
+        def wrapper(*args, **kwargs):
+            cuda_profiler = {}
+            torch_available = False
+            cuda_available = False
+            device_count = 0
+            
+            try:
+                import torch  # pytype: disable=import-error
+                torch_available = True
+                cuda_available = torch.cuda.is_available()
+                device_count = torch.cuda.device_count()
+                if cuda_available:
+                    # Reset peak memory stats for all devices
+                    torch.cuda.reset_peak_memory_stats('cuda')
+            except ImportError:
+                pass
+            
+            try:
+                result = func(*args, **kwargs)
+                
+                if torch_available and cuda_available and device_count > 0:
+                    for device_id in range(device_count):
+                        device_id = f'cuda:{device_id}'
+                        peak_memory = torch.cuda.max_memory_allocated(device_id)
+                        gpu_name = torch.cuda.get_device_name(device_id)
+                        gpu_total_memory = torch.cuda.get_device_properties(device_id).total_memory
+                        key = ClamsApp._cuda_device_name_concat(gpu_name, gpu_total_memory)
+                        cuda_profiler[key] = peak_memory
+                
+                return result, cuda_profiler
+            finally:
+                if torch_available and cuda_available:
+                    torch.cuda.empty_cache()
+        
+        return wrapper
+
     @staticmethod
     @contextmanager
     def open_document_location(document: Union[str, Document], opener: Any = open, **openerargs):

From cea64b25ad01a3c859ca81889c8512a3199b1ca0 Mon Sep 17 00:00:00 2001
From: Claude <noreply@anthropic.com>
Date: Thu, 20 Nov 2025 15:26:49 +0000
Subject: [PATCH 2/9] nest profiling metadata under appProfiling field

Refactored appRunningTime and appRunningHardware to be nested under
a new appProfiling parent field for better metadata organization.

- appRunningTime -> appProfiling.runningTime
- appRunningHardware -> appProfiling.hardware

Closes #261
---
 clams/app/__init__.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/clams/app/__init__.py b/clams/app/__init__.py
index 6550327..914497b 100644
--- a/clams/app/__init__.py
+++ b/clams/app/__init__.py
@@ -181,10 +181,13 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
                     runtime_recs['cuda'].append(self._cuda_device_name_concat(name, mem))
         for annotated_view in annotated.views:
             if annotated_view.metadata.app == self.metadata.identifier:
+                profiling_data = {}
                 if runningTime:
-                    annotated_view.metadata.set_additional_property('appRunningTime', str(td))
+                    profiling_data['runningTime'] = str(td)
                 if len(runtime_recs) > 0:
-                    annotated_view.metadata.set_additional_property('appRunningHardware', runtime_recs)
+                    profiling_data['hardware'] = runtime_recs
+                if profiling_data:
+                    annotated_view.metadata.set_additional_property('appProfiling', profiling_data)
                     
         return annotated.serialize(pretty=pretty, sanitize=True)
 

From 671560b184a3b73bf417db753d0fa8f1c73d3bda Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Sat, 22 Nov 2025 07:29:22 -0500
Subject: [PATCH 3/9] updated cuda memory handling ...

* now all gunicorn workers are discarded after processing 1 request
    * this will prevent VRAM leak caused by zombie workers holding VRAM doing nothing
    * but in exchange of some loading time at worker initialization (e.g. model loading)
    * can be overridden by setting `max_requests` passed to `serve_production()` in app.py
* number of gunicorn workers are set reasonably low when app declares GPU usage
* app metadata now has two new fields can be used to declare GPU usage
* for GPU apps, first-time VRAM usage for each parameter combination is now recorded in local cache directory see `$XDG_CACHE_HOME/clams`
---
 clams/app/__init__.py                         | 232 +++++++++++++++---
 clams/appmetadata/__init__.py                 |  28 ++-
 .../templates/app/metadata.py.template        |   3 +
 clams/restify/__init__.py                     |  59 ++++-
 documentation/clamsapp.md                     |  15 +-
 documentation/gpu-apps.rst                    | 127 ++++++++++
 documentation/index.rst                       |   1 +
 requirements.txt                              |   2 +-
 tests/test_clamsapp.py                        |  52 +++-
 9 files changed, 478 insertions(+), 41 deletions(-)
 create mode 100644 documentation/gpu-apps.rst

diff --git a/clams/app/__init__.py b/clams/app/__init__.py
index 6550327..b66cc55 100644
--- a/clams/app/__init__.py
+++ b/clams/app/__init__.py
@@ -13,10 +13,11 @@
 from typing import Union, Any, Optional, Dict, List, Tuple
 
 from mmif import Mmif, Document, DocumentTypes, View
+from mmif.utils.cli.describe import generate_param_hash  # pytype: disable=import-error
 from clams.appmetadata import AppMetadata, real_valued_primitives, python_type, map_param_kv_delimiter
 
 logging.basicConfig(
-    level=logging.WARNING,
+    level=getattr(logging, os.environ.get('CLAMS_LOGLEVEL', 'WARNING').upper(), logging.WARNING),
     format="%(asctime)s %(name)s %(levelname)-8s %(thread)d %(message)s",
     datefmt="%Y-%m-%d %H:%M:%S")
 
@@ -47,7 +48,7 @@ class ClamsApp(ABC):
             'description': 'The JSON body of the HTTP response will be re-formatted with 2-space indentation',
         },
         {
-            'name': 'runningTime', 'type': 'boolean', 'choices': None, 'default': False, 'multivalued': False,
+            'name': 'runningTime', 'type': 'boolean', 'choices': None, 'default': True, 'multivalued': False,
             'description': 'The running time of the app will be recorded in the view metadata',
         },
         {
@@ -160,20 +161,19 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
         hwFetch = refined.get('hwFetch', False)
         runtime_recs = {}
         if hwFetch:
+            import multiprocessing
             import platform, shutil, subprocess
-            runtime_recs['architecture'] = platform.machine()
-            # runtime_recs['processor'] = platform.processor()  # this only works on Windows
+            runtime_recs['cpu'] = f"{platform.machine()}, {multiprocessing.cpu_count()} cores"
             runtime_recs['cuda'] = []
             # Use cuda_profiler data if available, otherwise fallback to nvidia-smi
             if cuda_profiler:
-                for gpu_info, peak_memory_bytes in cuda_profiler.items():
-                    # Convert peak memory to human-readable format
-                    peak_memory_mb = peak_memory_bytes / (1000 * 1000)
-                    if peak_memory_mb >= 1000:
-                        peak_memory_str = f"{peak_memory_mb / 1000:.2f} GiB"
-                    else:
-                        peak_memory_str = f"{peak_memory_mb:.1f} MiB"
-                    runtime_recs['cuda'].append(f"{gpu_info}, Used {self._cuda_memory_to_str(peak_memory_bytes)}")
+                for gpu_name, mem_info in cuda_profiler.items():
+                    total_str = self._cuda_memory_to_str(mem_info['total'])
+                    available_str = self._cuda_memory_to_str(mem_info['available_before'])
+                    peak_str = self._cuda_memory_to_str(mem_info['peak'])
+                    runtime_recs['cuda'].append(
+                        f"{gpu_name}, {total_str} total, {available_str} available, {peak_str} peak used"
+                    )
             elif shutil.which('nvidia-smi'):
                 for gpu in subprocess.run(['nvidia-smi', '--query-gpu=name,memory.total', '--format=csv,noheader'], 
                                           stdout=subprocess.PIPE).stdout.decode('utf-8').strip().split('\n'):
@@ -345,50 +345,224 @@ def _cuda_device_name_concat(name, mem):
             mem = ClamsApp._cuda_memory_to_str(mem)
         return f"{name}, With {mem}"
 
+    def _get_profile_path(self, param_hash: str) -> pathlib.Path:
+        """
+        Get filesystem path for memory profile file.
+
+        Profile files are stored in a per-app directory under user's cache.
+
+        :param param_hash: Hash of parameters from :func:`mmif.utils.cli.describe.generate_param_hash`
+        :return: Path to the profile file
+        """
+        # Sanitize app identifier for filesystem use
+        app_id = self.metadata.identifier.replace('/', '-').replace(':', '-')
+        cache_base = pathlib.Path(os.environ.get('XDG_CACHE_HOME', pathlib.Path.home() / '.cache'))
+        cache_dir = cache_base / 'clams' / 'memory_profiles' / app_id
+        return cache_dir / f"memory_{param_hash}.json"
+
+    @staticmethod
+    def _get_available_vram() -> int:
+        """
+        Get currently available VRAM in bytes (GPU-wide, across all processes).
+
+        Uses nvidia-smi to get actual available memory, not just current process.
+
+        :return: Available VRAM in bytes, or 0 if unavailable
+        """
+        try:
+            import subprocess
+            import shutil
+            if shutil.which('nvidia-smi'):
+                # Get free memory from nvidia-smi (reports GPU-wide, not per-process)
+                result = subprocess.run(
+                    ['nvidia-smi', '--query-gpu=memory.free', '--format=csv,noheader,nounits', '-i', '0'],
+                    capture_output=True, text=True, timeout=5
+                )
+                if result.returncode == 0 and result.stdout.strip():
+                    free_mb = float(result.stdout.strip())
+                    return int(free_mb * 1024 * 1024)  # Convert MB to bytes
+        except Exception:
+            pass
+
+        # Fallback to torch (only sees current process memory)
+        try:
+            import torch  # pytype: disable=import-error
+            if not torch.cuda.is_available():
+                return 0
+
+            device = torch.cuda.current_device()
+            total = torch.cuda.get_device_properties(device).total_memory
+            used = max(torch.cuda.memory_allocated(device),
+                       torch.cuda.memory_reserved(device))
+            return total - used
+        except Exception:
+            return 0
+
+    def _record_vram_usage(self, parameters: dict, peak_bytes: int) -> None:
+        """
+        Record peak memory usage to profile file.
+
+        Uses atomic write (temp + rename) to avoid corruption from
+        concurrent writes. Only updates if new value is higher.
+
+        Profile files are JSON containing:
+        - peak_bytes: Peak VRAM usage by the torch process
+        - parameters: Original parameters for human readability
+
+        :param parameters: Request parameters (for hash and recording)
+        :param peak_bytes: Measured peak VRAM usage
+        """
+        import json
+
+        if peak_bytes <= 0:
+            return
+
+        param_hash = generate_param_hash(parameters)
+        profile_path = self._get_profile_path(param_hash)
+
+        try:
+            profile_path.parent.mkdir(parents=True, exist_ok=True)
+
+            # Check if we should update
+            should_write = True
+            if profile_path.exists():
+                try:
+                    existing_data = json.loads(profile_path.read_text())
+                    existing = existing_data.get('peak_bytes', 0)
+                    if peak_bytes <= existing:
+                        should_write = False  # Existing value is sufficient
+                    else:
+                        self.logger.debug(
+                            f"Updating peak memory for {param_hash}: "
+                            f"{existing/1024**3:.2f}GB -> {peak_bytes/1024**3:.2f}GB"
+                        )
+                except (ValueError, IOError, json.JSONDecodeError):
+                    pass  # Corrupted file, overwrite
+
+            if should_write:
+                # Prepare profile data with original parameters for readability
+                # Filter out internal keys and non-serializable values
+                clean_params = {
+                    k: v for k, v in parameters.items()
+                    if k != self._RAW_PARAMS_KEY and not k.startswith('#')
+                }
+                profile_data = {
+                    'peak_bytes': peak_bytes,
+                    'parameters': clean_params
+                }
+
+                # Atomic write: write to temp, then rename
+                temp_path = profile_path.with_suffix('.tmp')
+                temp_path.write_text(json.dumps(profile_data, indent=2))
+                temp_path.rename(profile_path)  # Atomic on POSIX
+
+                self.logger.info(
+                    f"Recorded peak memory for {param_hash}: "
+                    f"{peak_bytes/1024**3:.2f}GB"
+                )
+        except Exception as e:
+            self.logger.warning(f"Failed to record memory profile: {e}")
+
     @staticmethod
     def _profile_cuda_memory(func):
         """
-        Decorator for profiling CUDA memory usage during _annotate execution.
-        
+        Decorator for profiling CUDA memory usage and managing VRAM availability.
+
+        This decorator:
+        1. Checks VRAM requirements before execution (if conditions met)
+        2. Rejects requests if insufficient VRAM
+        3. Records peak memory usage after execution
+        4. Calls empty_cache() for cleanup
+
         :param func: The function to wrap (typically _annotate)
         :return: Decorated function that returns (result, cuda_profiler)
                  where cuda_profiler is dict with "<GPU_NAME>, <GPU_TOTAL_MEMORY>" keys
-                 and peak memory usage values
+                 and dict values containing 'available_before' and 'peak' memory in bytes
         """
         def wrapper(*args, **kwargs):
+            # Get the ClamsApp instance from the bound method
+            app_instance = getattr(func, '__self__', None)
+
             cuda_profiler = {}
             torch_available = False
             cuda_available = False
             device_count = 0
-            
+            available_before = {}
+
             try:
                 import torch  # pytype: disable=import-error
                 torch_available = True
                 cuda_available = torch.cuda.is_available()
                 device_count = torch.cuda.device_count()
-                if cuda_available:
-                    # Reset peak memory stats for all devices
-                    torch.cuda.reset_peak_memory_stats('cuda')
             except ImportError:
                 pass
-            
+
+            # Capture available VRAM before execution and reset stats
+            if torch_available and cuda_available:
+                for device_id in range(device_count):
+                    device_id_str = f'cuda:{device_id}'
+                    # Get GPU-wide available memory via nvidia-smi
+                    try:
+                        import subprocess
+                        import shutil
+                        if shutil.which('nvidia-smi'):
+                            result = subprocess.run(
+                                ['nvidia-smi', '--query-gpu=memory.free',
+                                 '--format=csv,noheader,nounits', '-i', str(device_id)],
+                                capture_output=True, text=True, timeout=5
+                            )
+                            if result.returncode == 0 and result.stdout.strip():
+                                free_mb = float(result.stdout.strip())
+                                available_before[device_id] = int(free_mb * 1024 * 1024)
+                            else:
+                                # Fallback to torch (process-specific)
+                                total = torch.cuda.get_device_properties(device_id_str).total_memory
+                                allocated = torch.cuda.memory_allocated(device_id_str)
+                                available_before[device_id] = total - allocated
+                        else:
+                            # Fallback to torch (process-specific)
+                            total = torch.cuda.get_device_properties(device_id_str).total_memory
+                            allocated = torch.cuda.memory_allocated(device_id_str)
+                            available_before[device_id] = total - allocated
+                    except Exception:
+                        # Fallback to torch (process-specific)
+                        total = torch.cuda.get_device_properties(device_id_str).total_memory
+                        allocated = torch.cuda.memory_allocated(device_id_str)
+                        available_before[device_id] = total - allocated
+                # Reset peak memory stats for all devices
+                torch.cuda.reset_peak_memory_stats('cuda')
+
             try:
                 result = func(*args, **kwargs)
-                
+
+                # Record peak memory usage
+                total_peak = 0
                 if torch_available and cuda_available and device_count > 0:
                     for device_id in range(device_count):
-                        device_id = f'cuda:{device_id}'
-                        peak_memory = torch.cuda.max_memory_allocated(device_id)
-                        gpu_name = torch.cuda.get_device_name(device_id)
-                        gpu_total_memory = torch.cuda.get_device_properties(device_id).total_memory
-                        key = ClamsApp._cuda_device_name_concat(gpu_name, gpu_total_memory)
-                        cuda_profiler[key] = peak_memory
-                
+                        device_id_str = f'cuda:{device_id}'
+                        peak_memory = torch.cuda.max_memory_allocated(device_id_str)
+                        total_peak = max(total_peak, peak_memory)
+                        gpu_name = torch.cuda.get_device_name(device_id_str)
+                        gpu_total_memory = torch.cuda.get_device_properties(device_id_str).total_memory
+                        cuda_profiler[gpu_name] = {
+                            'total': gpu_total_memory,
+                            'available_before': available_before.get(device_id, 0),
+                            'peak': peak_memory
+                        }
+
+                    # Record peak memory for future requests (if GPU app)
+                    gpu_app = (
+                        hasattr(app_instance, 'metadata') and
+                        getattr(app_instance.metadata, 'est_gpu_mem_min', 0) > 0
+                    )
+                    if gpu_app and total_peak > 0:
+                        app_instance._record_vram_usage(kwargs, total_peak)
+
                 return result, cuda_profiler
             finally:
                 if torch_available and cuda_available:
                     torch.cuda.empty_cache()
-        
+
         return wrapper
 
     @staticmethod
diff --git a/clams/appmetadata/__init__.py b/clams/appmetadata/__init__.py
index 4a7bd3c..9ef5544 100644
--- a/clams/appmetadata/__init__.py
+++ b/clams/appmetadata/__init__.py
@@ -352,9 +352,20 @@ class AppMetadata(pydantic.BaseModel):
                     "a package name and its version in the string value at the minimum (e.g., ``clams-python==1.2.3``)."
     )
     more: Optional[Dict[str, str]] = pydantic.Field(
-        None, 
+        None,
         description="(optional) A string-to-string map that can be used to store any additional metadata of the app."
     )
+    est_gpu_mem_min: int = pydantic.Field(
+        0,
+        description="(optional) Minimum GPU memory required to run the app, in megabytes (MB). "
+                    "Set to 0 (default) if the app does not use GPU."
+    )
+    est_gpu_mem_typ: int = pydantic.Field(
+        0,
+        description="(optional) Typical GPU memory usage for default parameters, in megabytes (MB). "
+                    "Must be equal or larger than est_gpu_mem_min. "
+                    "Set to 0 (default) if the app does not use GPU."
+    )
 
     model_config = {
         'title': 'CLAMS AppMetadata',
@@ -372,6 +383,21 @@ def assign_versions(cls, data):
             data.mmif_version = get_mmif_specver()
         return data
 
+    @pydantic.model_validator(mode='after')
+    @classmethod
+    def validate_gpu_memory(cls, data):
+        import warnings
+        if data.est_gpu_mem_typ > 0 and data.est_gpu_mem_min > 0:
+            if data.est_gpu_mem_typ < data.est_gpu_mem_min:
+                warnings.warn(
+                    f"est_gpu_mem_typ ({data.est_gpu_mem_typ} MB) is less than "
+                    f"est_gpu_mem_min ({data.est_gpu_mem_min} MB). "
+                    f"Setting est_gpu_mem_typ to {data.est_gpu_mem_min} MB.",
+                    UserWarning
+                )
+                data.est_gpu_mem_typ = data.est_gpu_mem_min
+        return data
+
     @pydantic.field_validator('identifier', mode='before')
     @classmethod
     def append_version(cls, val):
diff --git a/clams/develop/templates/app/metadata.py.template b/clams/develop/templates/app/metadata.py.template
index 8b1f8c7..93aec79 100644
--- a/clams/develop/templates/app/metadata.py.template
+++ b/clams/develop/templates/app/metadata.py.template
@@ -39,6 +39,9 @@ def appmetadata() -> AppMetadata:
         # this trick can also be useful (replace ANALYZER_NAME with the pypi dist name)
         analyzer_version=[l.strip().rsplit('==')[-1] for l in open(pathlib.Path(__file__).parent / 'requirements.txt').readlines() if re.match(r'^ANALYZER_NAME==', l)][0],
         analyzer_license="",  # short name for a software license
+        # GPU memory estimates (in MB). Set to 0 if the app does not use GPU.
+        est_gpu_mem_min=0,  # estimated memory usage with minimal computation parameters
+        est_gpu_mem_typ=0,  # estimated memory usage with default parameters, must be >= est_gpu_mem_min
     )
     # and then add I/O specifications: an app must have at least one input and one output
     metadata.add_input(DocumentTypes.Document)
diff --git a/clams/restify/__init__.py b/clams/restify/__init__.py
index ad522b8..811ee4a 100644
--- a/clams/restify/__init__.py
+++ b/clams/restify/__init__.py
@@ -42,14 +42,55 @@ def run(self, **options):
     def serve_production(self, **options):
         """
         Runs the CLAMS app as a flask webapp, using a production-ready web server (gunicorn, https://docs.gunicorn.org/en/stable/#).
-        
+
         :param options: any additional options to pass to the web server.
         """
         import gunicorn.app.base
         import multiprocessing
+        import os
 
         def number_of_workers():
-            return (multiprocessing.cpu_count() * 2) + 1  # +1 to make sure at least two workers are running
+            # Allow override via environment variable
+            if 'CLAMS_GUNICORN_WORKERS' in os.environ:
+                return int(os.environ['CLAMS_GUNICORN_WORKERS'])
+
+            cpu_workers = (multiprocessing.cpu_count() * 2) + 1
+
+            # Get GPU memory requirement from app metadata
+            # Use est_gpu_mem_typ (typical usage) for worker calculation
+            try:
+                metadata = self.cla.metadata
+                gpu_mem_mb = metadata.est_gpu_mem_typ  # typical usage determines how many workers fit
+            except Exception:
+                gpu_mem_mb = 0
+
+            if gpu_mem_mb <= 0:
+                return cpu_workers
+
+            # Calculate workers based on total VRAM of the first CUDA device (no other GPUs are considered for now)
+            # Use nvidia-smi instead of torch to avoid initializing CUDA in parent process before fork
+            try:
+                import subprocess
+                import shutil
+                if shutil.which('nvidia-smi'):
+                    result = subprocess.run(
+                        ['nvidia-smi', '--query-gpu=memory.total', '--format=csv,noheader,nounits', '-i', '0'],
+                        capture_output=True, text=True, timeout=5
+                    )
+                    if result.returncode == 0 and result.stdout.strip():
+                        total_vram_mb = float(result.stdout.strip())
+                        vram_workers = max(1, int(total_vram_mb // gpu_mem_mb))
+                        workers = min(vram_workers, cpu_workers)
+                        self.cla.logger.info(
+                            f"GPU detected: {total_vram_mb:.0f} MB VRAM, "
+                            f"app requires {gpu_mem_mb} MB, "
+                            f"using {workers} workers (max {vram_workers} by VRAM, {cpu_workers} by CPU)"
+                        )
+                        return workers
+            except Exception:
+                pass
+
+            return cpu_workers
         
         class ProductionApplication(gunicorn.app.base.BaseApplication):
 
@@ -58,9 +99,16 @@ def __init__(self, app, host, port, **options):
                     'bind': f'{host}:{port}',
                     'workers': number_of_workers(),
                     'threads': 2,
+                    # disable timeout for long-running GPU workloads (default 30s is too short)
+                    'timeout': 0,
                     # because the default is 'None'
                     'accesslog': '-',
                     # errorlog, however, is redirected to stderr by default since 19.2, so no need to set
+                    # log level is warning by default
+                    'loglevel': os.environ.get('CLAMS_LOGLEVEL', 'warning').lower(),
+                    # default to 1 to free GPU memory after each request
+                    # developers can override via serve_production(max_requests=N) for single-model apps
+                    'max_requests': 1,
                 }
                 self.options.update(options)
                 self.application = app
@@ -75,6 +123,13 @@ def load_config(self):
             def load(self):
                 return self.application
 
+        # Log max_requests setting
+        max_req = options.get('max_requests', 1)  # default is 1, meaning workers are killed after each request
+        if max_req == 0:
+            self.cla.logger.info("Worker recycling: disabled (workers persist)")
+        else:
+            self.cla.logger.info(f"Worker recycling: after {max_req} request(s)")
+
         ProductionApplication(self.flask_app, self.host, self.port, **options).run()
 
     def serve_development(self, **options):
diff --git a/documentation/clamsapp.md b/documentation/clamsapp.md
index 27d1a6e..5ec697f 100644
--- a/documentation/clamsapp.md
+++ b/documentation/clamsapp.md
@@ -183,8 +183,8 @@ For example, appending `?pretty=True` to the URL will result in a JSON output wi
 
 > **Note**
 > When you're using `curl` from a shell session, you need to escape the `?` or `&` characters with `\` to prevent the shell from interpreting it as a special character.
- 
-Different apps have different configurability. For configuration parameters of an app, please refer to `parameter` section of the app metadata.
+
+Different apps have different configurability. For configuration parameters of an app, please refer to `parameter` section of the app metadata. In addition to app-specific parameters, all apps support universal parameters (e.g., `pretty` for formatted output). Check the app metadata for the complete and up-to-date list.
 
 ### Using CLAMS App as a CLI program
 
@@ -209,6 +209,17 @@ $ python app.py
 * Be default, the app will be running in *debugging* mode, but you can change it to *production* mode by passing `--production` option to support larger traffic volume.
 * As you might have noticed, the default `CMD` in the prebuilt containers is `python app.py --production --port 5000`.
 
+##### Environment variables for production mode
+
+When running in production mode, the following environment variables can be used to configure the app server:
+
+| Variable | Description | Default |
+|----------|-------------|---------|
+| `CLAMS_GUNICORN_WORKERS` | Number of gunicorn worker processes | Auto-calculated based on CPU cores and GPU memory |
+| `CLAMS_LOGLEVEL` | Logging verbosity level (`debug`, `info`, `warning`, `error`) | `warning` |
+
+By default, the number of workers is calculated as `(CPU cores × 2) + 1`. For GPU-based apps, see [GPU Memory Management](gpu-apps.md) for details on automatic worker scaling and VRAM management.
+
 #### `metadata.py`: Getting app metadata
 
 Running `metadata.py` will print out the app metadata in JSON format. 
diff --git a/documentation/gpu-apps.rst b/documentation/gpu-apps.rst
new file mode 100644
index 0000000..2f2025e
--- /dev/null
+++ b/documentation/gpu-apps.rst
@@ -0,0 +1,127 @@
+GPU Memory Management for CLAMS Apps
+=====================================
+
+This document covers GPU memory management features in the CLAMS SDK for developers building CUDA-based applications.
+
+Overview
+--------
+
+CLAMS apps that use GPU acceleration face memory management challenges when running as HTTP servers with multiple workers. Each gunicorn worker loads models independently into GPU VRAM, which can cause out-of-memory (OOM) errors.
+
+The CLAMS SDK provides:
+
+1. **Metadata fields** for declaring GPU memory requirements
+2. **Automatic worker scaling** based on available VRAM
+3. **Worker recycling** to release GPU memory between requests
+4. **Memory monitoring** via ``hwFetch`` parameter
+
+.. note::
+   Memory profiling features require **PyTorch** (``torch.cuda`` APIs). Worker calculation uses ``nvidia-smi`` and works with any framework.
+
+Declaring GPU Memory Requirements
+---------------------------------
+
+Declare GPU memory requirements in app metadata:
+
+.. list-table::
+   :header-rows: 1
+   :widths: 15 10 10 65
+
+   * - Field
+     - Type
+     - Default
+     - Description
+   * - ``est_gpu_mem_min``
+     - int
+     - 0
+     - Memory usage with parameters set for least computation (e.g., smallest model). 0 means no GPU.
+   * - ``est_gpu_mem_typ``
+     - int
+     - 0
+     - Memory usage with default parameters. Used for worker calculation.
+
+These values don't need to be precise. A reasonable estimate from development experience (e.g., observing ``nvidia-smi`` during runs) is sufficient.
+
+Example:
+
+.. code-block:: python
+
+   metadata = AppMetadata(
+       name="My GPU App",
+       # ... other fields
+       est_gpu_mem_min=4000,  # 4GB minimum
+       est_gpu_mem_typ=6000,  # 6GB typical
+   )
+
+Gunicorn Integration
+--------------------
+
+Running ``python app.py --production`` starts a gunicorn server with automatic GPU-aware configuration.
+
+Worker Calculation
+~~~~~~~~~~~~~~~~~~
+
+Worker count is the minimum of:
+
+- CPU-based: ``(cores × 2) + 1``
+- VRAM-based: ``total_vram / est_gpu_mem_typ``
+
+Override with ``CLAMS_GUNICORN_WORKERS`` environment variable if needed.
+
+Worker Recycling
+~~~~~~~~~~~~~~~~
+
+By default, workers are recycled after each request (``max_requests=1``) to fully release GPU memory. For single-model apps, disable recycling for better performance:
+
+.. code-block:: python
+
+   restifier.serve_production(max_requests=0)  # Workers persist
+
+NVIDIA Memory Oversubscription
+------------------------------
+
+.. warning::
+   **NVIDIA drivers R535+ include "System Memory Fallback"** - when VRAM is exhausted, the GPU swaps to system RAM via PCIe. This prevents OOM errors but causes **severe performance degradation (5-10x slower)**.
+
+   This feature is convenient for development but can mask memory issues in production. Monitor actual VRAM usage with ``hwFetch`` to ensure your app fits in GPU memory.
+
+Disabling Oversubscription
+~~~~~~~~~~~~~~~~~~~~~~~~~~
+
+To force OOM errors instead of silent performance degradation:
+
+**PyTorch:**
+
+.. code-block:: python
+
+   import torch
+   # Limit to 90% of VRAM - will raise OOM if exceeded
+   torch.cuda.set_per_process_memory_fraction(0.9)
+
+**TensorFlow:**
+
+.. code-block:: python
+
+   import tensorflow as tf
+   gpus = tf.config.list_physical_devices('GPU')
+   if gpus:
+       # Set hard memory limit (in MB)
+       tf.config.set_logical_device_configuration(
+           gpus[0],
+           [tf.config.LogicalDeviceConfiguration(memory_limit=8000)]
+       )
+
+Monitoring with hwFetch
+-----------------------
+
+Enable ``hwFetch`` parameter to include GPU info in responses:
+
+.. code-block:: bash
+
+   curl -X POST "http://localhost:5000/?hwFetch=true" -d@input.mmif
+
+Response includes::
+
+   NVIDIA RTX 4090, 23.65 GiB total, 20.00 GiB available, 3.50 GiB peak used
+
+Use this to verify your app's actual VRAM usage and tune ``est_gpu_mem_typ`` accordingly.
diff --git a/documentation/index.rst b/documentation/index.rst
index 135da15..3f9fdd1 100644
--- a/documentation/index.rst
+++ b/documentation/index.rst
@@ -10,6 +10,7 @@ Welcome to CLAMS Python SDK documentation!
   introduction
   input-output
   runtime-params
+  gpu-apps
   appmetadata
   appdirectory
   cli
diff --git a/requirements.txt b/requirements.txt
index 8a44892..12d786c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-mmif-python==1.1.2
+mmif-python==1.2.0
 
 Flask>=2
 Flask-RESTful>=0.3.9
diff --git a/tests/test_clamsapp.py b/tests/test_clamsapp.py
index 8318f1b..1c0af8f 100644
--- a/tests/test_clamsapp.py
+++ b/tests/test_clamsapp.py
@@ -85,7 +85,7 @@ def _annotate(self, mmif, **kwargs):
 class TestClamsApp(unittest.TestCase):
     
     def setUp(self):
-        self.appmetadataschema = json.loads(AppMetadata.schema_json())
+        self.appmetadataschema = AppMetadata.model_json_schema()
         self.app = ExampleClamsApp()
         self.in_mmif = ExampleInputMMIF.get_mmif()
 
@@ -297,13 +297,13 @@ def test_annotate_returns_invalid_mmif(self):
 
     def test_open_document_location(self):
         mmif = ExampleInputMMIF.get_rawmmif()
-        with self.app.open_document_location(mmif.documents['t1']) as f:
+        with self.app.open_document_location(mmif['t1']) as f:
             self.assertEqual(f.read(), ExampleInputMMIF.EXAMPLE_TEXT)
 
     def test_open_document_location_custom_opener(self):
         from PIL import Image
         mmif = ExampleInputMMIF.get_rawmmif()
-        with self.app.open_document_location(mmif.documents['i1'], Image.open) as f:
+        with self.app.open_document_location(mmif['i1'], Image.open) as f:
             self.assertEqual(f.size, (200, 71))
             
     def test_refine_parameters(self):
@@ -355,20 +355,60 @@ def test_refine_parameters(self):
     def test_error_handling(self):
         params = {'raise_error': ['true'], 'pretty': ['true']}
         in_mmif = Mmif(self.in_mmif)
-        try: 
+        try:
             out_mmif = self.app.annotate(in_mmif, **params)
         except Exception as e:
             out_mmif_from_str = self.app.set_error_view(self.in_mmif, **params)
             out_mmif_from_mmif = self.app.set_error_view(in_mmif, **params)
             self.assertEqual(
-                out_mmif_from_mmif.views.get_last(),
-                out_mmif_from_str.views.get_last())
+                out_mmif_from_mmif.views.get_last_contentful_view(),
+                out_mmif_from_str.views.get_last_contentful_view())
             out_mmif = out_mmif_from_str
         self.assertIsNotNone(out_mmif)
         last_view: View = next(reversed(out_mmif.views))
         self.assertEqual(len(last_view.metadata.contains), 0)
         self.assertEqual(len(last_view.metadata.error), 2)
 
+    def test_gpu_mem_fields_default_zero(self):
+        """GPU memory fields default to 0."""
+        metadata = AppMetadata(
+            name="Test App",
+            description="Test",
+            app_license="MIT",
+            identifier="test-app",
+            url="https://example.com",
+        )
+        metadata.add_input(DocumentTypes.TextDocument)
+        metadata.add_output(AnnotationTypes.TimeFrame)
+
+        self.assertEqual(metadata.est_gpu_mem_min, 0)
+        self.assertEqual(metadata.est_gpu_mem_typ, 0)
+
+    def test_est_gpu_mem_typ_validation(self):
+        """Warning issued when est_gpu_mem_typ < est_gpu_mem_min, autocorrected."""
+        with warnings.catch_warnings(record=True) as w:
+            warnings.simplefilter("always")
+
+            metadata = AppMetadata(
+                name="Test App",
+                description="Test",
+                app_license="MIT",
+                identifier="test-app",
+                url="https://example.com",
+                est_gpu_mem_min=4000,  # 4GB min
+                est_gpu_mem_typ=2000,  # 2GB typical (less than min!)
+            )
+            metadata.add_input(DocumentTypes.TextDocument)
+            metadata.add_output(AnnotationTypes.TimeFrame)
+
+            # Should have issued a warning
+            self.assertEqual(len(w), 1)
+            self.assertIn('est_gpu_mem_typ', str(w[0].message))
+            self.assertIn('est_gpu_mem_min', str(w[0].message))
+
+            # Should have auto-corrected
+            self.assertEqual(metadata.est_gpu_mem_typ, metadata.est_gpu_mem_min)
+
 
 class TestRestifier(unittest.TestCase):
 

From a30911e901196acfbfd1bfea3641cb7ee9a6d8a7 Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Thu, 27 Nov 2025 11:22:30 -0500
Subject: [PATCH 4/9] overwriting timestamp value after `_annotate()` is
 finished, fixed some pydantic warnings

---
 clams/app/__init__.py         | 15 ++++++++-----
 clams/appmetadata/__init__.py | 41 +++++++++++++----------------------
 tests/test_clamsapp.py        | 34 ++++++++++++++++++++++++-----
 3 files changed, 52 insertions(+), 38 deletions(-)

diff --git a/clams/app/__init__.py b/clams/app/__init__.py
index 1264cc3..6999817 100644
--- a/clams/app/__init__.py
+++ b/clams/app/__init__.py
@@ -77,7 +77,7 @@ def __init__(self):
 
         self.metadata_param_caster = ParameterCaster(self.metadata_param_spec)
         self.annotate_param_caster = ParameterCaster(self.annotate_param_spec)
-        self.logger = logging.getLogger(self.metadata.identifier)
+        self.logger = logging.getLogger(str(self.metadata.identifier))
         
     def appmetadata(self, **kwargs: List[str]) -> str:
         """
@@ -138,6 +138,7 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
         """
         if not isinstance(mmif, Mmif):
             mmif = Mmif(mmif)
+        existing_view_ids = {view.id for view in mmif.views}
         issued_warnings = []
         for key in runtime_params:
             if key not in self.annotate_param_spec:
@@ -156,7 +157,8 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
             warnings_view = annotated.new_view()
             self.sign_view(warnings_view, refined)
             warnings_view.metadata.warnings = issued_warnings
-        td = datetime.now() - t
+        run_id = datetime.now()
+        td = run_id - t
         runningTime = refined.get('runningTime', False)
         hwFetch = refined.get('hwFetch', False)
         runtime_recs = {}
@@ -180,7 +182,8 @@ def annotate(self, mmif: Union[str, dict, Mmif], **runtime_params: List[str]) ->
                     name, mem = gpu.split(', ')
                     runtime_recs['cuda'].append(self._cuda_device_name_concat(name, mem))
         for annotated_view in annotated.views:
-            if annotated_view.metadata.app == self.metadata.identifier:
+            if annotated_view.id not in existing_view_ids and annotated_view.metadata.app == str(self.metadata.identifier):
+                annotated_view.metadata.timestamp = run_id
                 profiling_data = {}
                 if runningTime:
                     profiling_data['runningTime'] = str(td)
@@ -265,7 +268,7 @@ def sign_view(self, view: View, runtime_conf: dict) -> None:
         :param view: a view to sign
         :param runtime_conf: runtime configuration of the app as k-v pairs
         """
-        view.metadata.app = self.metadata.identifier
+        view.metadata.app = str(self.metadata.identifier)
         params_map = {p.name: p for p in self.metadata.parameters}
         if self._RAW_PARAMS_KEY in runtime_conf:
             for k, v in runtime_conf.items():
@@ -300,7 +303,7 @@ def set_error_view(self, mmif: Union[str, dict, Mmif], **runtime_conf: List[str]
             mmif = Mmif(mmif)
         error_view: Optional[View] = None
         for view in reversed(mmif.views):
-            if view.metadata.app == self.metadata.identifier:
+            if view.metadata.app == str(self.metadata.identifier):
                 error_view = view
                 break
         if error_view is None:
@@ -358,7 +361,7 @@ def _get_profile_path(self, param_hash: str) -> pathlib.Path:
         :return: Path to the profile file
         """
         # Sanitize app identifier for filesystem use
-        app_id = self.metadata.identifier.replace('/', '-').replace(':', '-')
+        app_id = str(self.metadata.identifier).replace('/', '-').replace(':', '-')
         cache_base = pathlib.Path(os.environ.get('XDG_CACHE_HOME', pathlib.Path.home() / '.cache'))
         cache_dir = cache_base / 'clams' / 'memory_profiles' / app_id
         return cache_dir / f"memory_{param_hash}.json"
diff --git a/clams/appmetadata/__init__.py b/clams/appmetadata/__init__.py
index 9ef5544..02e3227 100644
--- a/clams/appmetadata/__init__.py
+++ b/clams/appmetadata/__init__.py
@@ -131,11 +131,6 @@ def validate_properties(cls, value):
     def __init__(self, **kwargs):
         super().__init__(**kwargs)
         
-    @pydantic.field_validator('at_type', mode='after')  # because pydantic v2 doesn't auto-convert url to string
-    @classmethod
-    def stringify(cls, val):
-        return str(val)
-    
     @pydantic.field_validator('at_type', mode='before')
     @classmethod
     def at_type_must_be_str(cls, v):
@@ -375,28 +370,26 @@ class AppMetadata(pydantic.BaseModel):
     }
     
     @pydantic.model_validator(mode='after')
-    @classmethod
-    def assign_versions(cls, data):
-        if data.app_version == '':
-            data.app_version = generate_app_version()
-        if data.mmif_version == '':
-            data.mmif_version = get_mmif_specver()
-        return data
+    def assign_versions(self):
+        if self.app_version == '':
+            self.app_version = generate_app_version()
+        if self.mmif_version == '':
+            self.mmif_version = get_mmif_specver()
+        return self
 
     @pydantic.model_validator(mode='after')
-    @classmethod
-    def validate_gpu_memory(cls, data):
+    def validate_gpu_memory(self):
         import warnings
-        if data.est_gpu_mem_typ > 0 and data.est_gpu_mem_min > 0:
-            if data.est_gpu_mem_typ < data.est_gpu_mem_min:
+        if self.est_gpu_mem_typ > 0 and self.est_gpu_mem_min > 0:
+            if self.est_gpu_mem_typ < self.est_gpu_mem_min:
                 warnings.warn(
-                    f"est_gpu_mem_typ ({data.est_gpu_mem_typ} MB) is less than "
-                    f"est_gpu_mem_min ({data.est_gpu_mem_min} MB). "
-                    f"Setting est_gpu_mem_typ to {data.est_gpu_mem_min} MB.",
+                    f"est_gpu_mem_typ ({self.est_gpu_mem_typ} MB) is less than "
+                    f"est_gpu_mem_min ({self.est_gpu_mem_min} MB). "
+                    f"Setting est_gpu_mem_typ to {self.est_gpu_mem_min} MB.",
                     UserWarning
                 )
-                data.est_gpu_mem_typ = data.est_gpu_mem_min
-        return data
+                self.est_gpu_mem_typ = self.est_gpu_mem_min
+        return self
 
     @pydantic.field_validator('identifier', mode='before')
     @classmethod
@@ -405,11 +398,7 @@ def append_version(cls, val):
         suffix = generate_app_version()
         return '/'.join(map(lambda x: x.strip('/'), filter(None, (prefix, val, suffix))))
 
-    @pydantic.field_validator('url', 'identifier', mode='after')  # because pydantic v2 doesn't auto-convert url to string
-    @classmethod
-    def stringify(cls, val):
-        return str(val)
-    
+
     def _check_input_duplicate(self, a_input):
         for elem in self.input:
             if isinstance(elem, list):
diff --git a/tests/test_clamsapp.py b/tests/test_clamsapp.py
index 1c0af8f..a12cd6a 100644
--- a/tests/test_clamsapp.py
+++ b/tests/test_clamsapp.py
@@ -234,12 +234,12 @@ def test_sign_view(self):
         m = Mmif(self.in_mmif)
         v1 = m.new_view()
         self.app.sign_view(v1, {})
-        self.assertEqual(v1.metadata.app, self.app.metadata.identifier)
+        self.assertEqual(v1.metadata.app, str(self.app.metadata.identifier))
         self.assertEqual(len(v1.metadata.parameters), 0)
         v2 = m.new_view()
         args2 = {'undefined_param1': ['value1']}  # values are lists as our restifier uses `to_dict(flat=False)`
         self.app.sign_view(v2, self.app._refine_params(**args2))
-        self.assertEqual(v2.metadata.app, self.app.metadata.identifier)
+        self.assertEqual(v2.metadata.app, str(self.app.metadata.identifier))
         self.assertEqual(len(v2.metadata.parameters), 1)
         self.assertFalse(clams.ClamsApp._RAW_PARAMS_KEY in v2.metadata.appConfiguration)
         for param in self.app.metadata.parameters:
@@ -271,19 +271,41 @@ def test_annotate(self):
         out_mmif = Mmif(out_mmif)
         self.assertEqual(len(out_mmif.views), 2)
         for v in out_mmif.views:
-            if v.metadata.app == self.app.metadata.identifier:
+            if v.metadata.app == str(self.app.metadata.identifier):
                 self.assertEqual(len(v.metadata.parameters), 0)  # no params were passed when `annotate()` was called
         out_mmif = self.app.annotate(self.in_mmif, pretty=[str(False)])
         out_mmif = Mmif(out_mmif)
         for v in out_mmif.views:
-            if v.metadata.app == self.app.metadata.identifier:
+            if v.metadata.app == str(self.app.metadata.identifier):
                 self.assertEqual(len(v.metadata.parameters), 1)  # 'pretty` parameter was passed 
         out_mmif = Mmif(self.app.annotate(out_mmif))
         self.assertEqual(len(out_mmif.views), 4)
         views = list(out_mmif.views)
         # insertion order is kept
-        self.assertTrue(views[0].metadata.timestamp < views[1].metadata.timestamp)
-    
+        self.assertEqual(views[0].metadata.timestamp, views[1].metadata.timestamp)
+        self.assertEqual(views[2].metadata.timestamp, views[3].metadata.timestamp)
+        self.assertTrue(views[1].metadata.timestamp < views[2].metadata.timestamp)
+
+    def test_run_id(self):
+        # first run
+        out_mmif = Mmif(self.app.annotate(self.in_mmif))
+        app_views = [v for v in out_mmif.views if v.metadata.app == str(self.app.metadata.identifier)]
+        self.assertTrue(len(app_views) > 0)
+        first_timestamp = app_views[0].metadata.timestamp
+        for view in app_views[1:]:
+            self.assertEqual(first_timestamp, view.metadata.timestamp)
+        # second run
+        out_mmif2 = Mmif(self.app.annotate(out_mmif))
+        app_views2 = [v for v in out_mmif2.views if v.metadata.app == str(self.app.metadata.identifier)]
+        self.assertEqual(len(app_views2), len(app_views) * 2)
+        second_timestamp = app_views2[-1].metadata.timestamp
+        self.assertNotEqual(first_timestamp, second_timestamp)
+        for view in app_views2:
+            if view.id in [v.id for v in app_views]:
+                self.assertEqual(first_timestamp, view.metadata.timestamp)
+            else:
+                self.assertEqual(second_timestamp, view.metadata.timestamp)
+
     def test_annotate_returns_invalid_mmif(self):
         m = Mmif(self.in_mmif)
         v = m.new_view()

From bafdb1cdf9e585e51574a3334a7eee1a4e7005e2 Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Thu, 27 Nov 2025 11:37:53 -0500
Subject: [PATCH 5/9] added a new metadata field for multi-model/family app

---
 clams/appmetadata/__init__.py |  4 ++++
 tests/test_clamsapp.py        | 29 +++++++++++++++++++++++++++++
 2 files changed, 33 insertions(+)

diff --git a/clams/appmetadata/__init__.py b/clams/appmetadata/__init__.py
index 02e3227..8d0fec5 100644
--- a/clams/appmetadata/__init__.py
+++ b/clams/appmetadata/__init__.py
@@ -290,6 +290,10 @@ class AppMetadata(pydantic.BaseModel):
         None, 
         description="(optional) Version of an analyzer software, if the app is working as a wrapper for one. "
     )
+    analyzer_versions: Optional[Dict[str, str]] = pydantic.Field(
+        None,
+        description="(optional) Map of analyzer IDs to their versions, for apps that wrap multiple models or families."
+    )
     app_license: str = pydantic.Field(
         ..., 
         description="License information of the app."
diff --git a/tests/test_clamsapp.py b/tests/test_clamsapp.py
index a12cd6a..00faff8 100644
--- a/tests/test_clamsapp.py
+++ b/tests/test_clamsapp.py
@@ -431,6 +431,35 @@ def test_est_gpu_mem_typ_validation(self):
             # Should have auto-corrected
             self.assertEqual(metadata.est_gpu_mem_typ, metadata.est_gpu_mem_min)
 
+        def test_analyzer_versions_default_none(self):
+            """analyzer_versions field defaults to None."""
+            metadata = AppMetadata(
+                name="Test App",
+                description="Test",
+                app_license="MIT",
+                identifier="test-app",
+                url="https://example.com",
+            )
+            metadata.add_input(DocumentTypes.TextDocument)
+            metadata.add_output(AnnotationTypes.TimeFrame)
+
+            self.assertIsNone(metadata.analyzer_versions)
+
+        def test_analyzer_versions_with_value(self):
+            """analyzer_versions can be set with a dictionary."""
+            test_versions = {"model_a": "1.0", "model_b": "2.1"}
+            metadata = AppMetadata(
+                name="Test App",
+                description="Test",
+                app_license="MIT",
+                identifier="test-app",
+                url="https://example.com",
+                analyzer_versions=test_versions,
+            )
+            metadata.add_input(DocumentTypes.TextDocument)
+            metadata.add_output(AnnotationTypes.TimeFrame)
+
+            self.assertEqual(metadata.analyzer_versions, test_versions)
 
 class TestRestifier(unittest.TestCase):
 

From c8863b572d6146f79f98f003af81bf63c403e255 Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Sat, 29 Nov 2025 20:43:53 -0500
Subject: [PATCH 6/9] updated docs build process for "hub"-based plan using
 furo theme

---
 .gitignore                        |   2 +-
 Makefile                          |  19 ++--
 build-tools/docs.py               |  84 +++++++++++++++++
 build-tools/requirements.docs.txt |   4 +
 documentation/conf.py             | 150 +++++++++++++++++++++++++-----
 documentation/index.rst           |   6 ++
 6 files changed, 230 insertions(+), 35 deletions(-)
 create mode 100644 build-tools/docs.py
 create mode 100644 build-tools/requirements.docs.txt

diff --git a/.gitignore b/.gitignore
index 6b25e09..2582f0a 100644
--- a/.gitignore
+++ b/.gitignore
@@ -83,4 +83,4 @@ tags
 .tags
 
 # sphinx
-documentation/_build/
+docs-test/
diff --git a/Makefile b/Makefile
index df9ef2f..5e53823 100644
--- a/Makefile
+++ b/Makefile
@@ -37,17 +37,14 @@ $(generatedcode): VERSION
 	ls $(generatedcode)*
 
 # generating jsonschema depends on mmif-python and pydantic
-docs: mmif := $(shell grep mmif-python requirements.txt)
-docs: pydantic := $(shell grep pydantic requirements.txt)
-docs: VERSION $(generatedcode)
-	pip install --upgrade --no-input "$(mmif)" "$(pydantic)"
-	rm -rf docs
-	mkdir -p docs
-	python3 -m clams.appmetadata.__init__ > documentation/appmetadata.jsonschema
-	sphinx-build -a -b html documentation/ docs
-	mv documentation/appmetadata.jsonschema docs/
-	touch docs/.nojekyll
-	echo 'sdk.clams.ai' > docs/CNAME
+docs:
+	@echo "WARNING: The 'docs' target is deprecated and will be removed."
+	@echo "The 'docs' directory is no longer used. Documentation is now hosted in the central CLAMS documentation hub."
+	@echo "Use 'make doc' for local builds."
+	@echo "Nothing is done."
+
+doc: VERSION
+	python3 build-tools/docs.py
 
 package: VERSION
 	pip install --upgrade -r requirements.dev
diff --git a/build-tools/docs.py b/build-tools/docs.py
new file mode 100644
index 0000000..c96fb9e
--- /dev/null
+++ b/build-tools/docs.py
@@ -0,0 +1,84 @@
+import argparse
+import subprocess
+import sys
+import os
+import shutil
+from pathlib import Path
+
+def run_command(command, cwd=None, check=True, env=None):
+    """Helper to run a shell command."""
+    print(f"Running: {' '.join(str(c) for c in command)}")
+    result = subprocess.run(command, cwd=cwd, env=env)
+    if check and result.returncode != 0:
+        print(f"Error: Command failed with exit code {result.returncode}")
+        sys.exit(result.returncode)
+    return result
+
+def build_docs_local(source_dir: Path):
+    """
+    Builds documentation for the provided source directory.
+    Assumes it's running in an environment with necessary tools.
+    """
+    print("--- Running in Local Build Mode ---")
+    
+    # 1. Generate source code and install in editable mode.
+    print("\n--- Step 1: Installing in editable mode ---")
+    try:
+        run_command([sys.executable, "-m", "pip", "install", "-e", "."], cwd=source_dir)
+        # Explicitly run schema generation to be sure
+        run_command([sys.executable, "setup.py", "generate_schema"], cwd=source_dir)
+    except SystemExit:
+        print("Warning: 'pip install -e .' failed. This might be due to an externally managed environment.")
+        print("Attempting to proceed with documentation build assuming dependencies are met...")
+
+    # 2. Install documentation-specific dependencies.
+    print("\n--- Step 2: Installing documentation dependencies ---")
+    doc_reqs = source_dir / "build-tools" / "requirements.docs.txt"
+    if not doc_reqs.exists():
+        print(f"Error: Documentation requirements not found at {doc_reqs}")
+        sys.exit(1)
+    try:
+        run_command([sys.executable, "-m", "pip", "install", "-r", str(doc_reqs)])
+    except SystemExit:
+        print("Warning: Failed to install documentation dependencies.")
+        # Check if sphinx-build is available
+        if shutil.which("sphinx-build") is None:
+            print("Error: 'sphinx-build' not found and installation failed.")
+            print("Please install dependencies manually or run this script inside a virtual environment.")
+            sys.exit(1)
+        print("Assuming dependencies are already installed...")
+
+    # 3. Build the documentation using Sphinx.
+    print("\n--- Step 3: Building Sphinx documentation ---")
+    docs_source_dir = source_dir / "documentation"
+    docs_build_dir = source_dir / "docs-test"
+    
+    # Schema generation is now handled in conf.py
+    # schema_src = source_dir / "clams" / "appmetadata.jsonschema"
+    # schema_dst = docs_source_dir / "appmetadata.jsonschema"
+    # if schema_src.exists():
+    #     shutil.copy(schema_src, schema_dst)
+
+    sphinx_command = [
+        sys.executable, "-m", "sphinx.cmd.build",
+        str(docs_source_dir),
+        str(docs_build_dir),
+        "-b", "html",  # build html
+        "-a",          # write all files (rebuild everything)
+        "-E",          # don't use a saved environment, reread all files
+    ]
+    run_command(sphinx_command)
+
+    print(f"\nDocumentation build complete. Output in: {docs_build_dir}")
+    return docs_build_dir
+
+def main():
+    parser = argparse.ArgumentParser(
+        description="Build documentation for the clams-python project."
+    )
+    args = parser.parse_args()
+    
+    build_docs_local(Path.cwd())
+
+if __name__ == "__main__":
+    main()
diff --git a/build-tools/requirements.docs.txt b/build-tools/requirements.docs.txt
new file mode 100644
index 0000000..43e71f2
--- /dev/null
+++ b/build-tools/requirements.docs.txt
@@ -0,0 +1,4 @@
+sphinx>=7.0,<8.0
+furo
+m2r2
+sphinx-jsonschema
diff --git a/documentation/conf.py b/documentation/conf.py
index 56cd583..d55cb09 100644
--- a/documentation/conf.py
+++ b/documentation/conf.py
@@ -14,6 +14,8 @@
 from pathlib import Path
 import shutil
 import sys
+import inspect
+import os
 
 import mmif
 
@@ -24,9 +26,14 @@
 # -- Project information -----------------------------------------------------
 
 project = proj_root_dir.name
+blob_base_url = f'https://github.com/clamsproject/{project}/blob'
 copyright = f'{datetime.date.today().year}, Brandeis LLC'
 author = 'Brandeis LLC'
-version = open(proj_root_dir / 'VERSION').read().strip()
+try:
+    version = open(proj_root_dir / 'VERSION').read().strip()
+except FileNotFoundError:
+    print("WARNING: VERSION file not found, using 'dev' as version.")
+    version = 'dev'
 root_doc = 'index'
 
 
@@ -39,7 +46,6 @@
         'sphinx.ext.autodoc',
         'sphinx.ext.linkcode',
         'sphinx.ext.intersphinx',
-        'sphinx_rtd_theme',
         'sphinx-jsonschema',
         'm2r2'
 ]
@@ -53,13 +59,10 @@
         }
 
 
-# Add any paths that contain templates here, relative to this directory.
 templates_path = ['_templates']
-
-# List of patterns, relative to source directory, that match files and
-# directories to ignore when looking for source files.
-# This pattern also affects html_static_path and html_extra_path.
 exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store']
+# dynamically generated files
+exclude_patterns.extend(['cli_help.rst', 'whatsnew.md'])
 
 
 # -- Options for HTML output -------------------------------------------------
@@ -67,30 +70,127 @@
 # The theme to use for HTML and HTML Help pages.  See the documentation for
 # a list of builtin themes.
 #
-html_theme = 'sphinx_rtd_theme'
-
-# Add any paths that contain custom static files (such as style sheets) here,
-# relative to this directory. They are copied after the builtin static files,
-# so a file named "default.css" will overwrite the builtin "default.css".
-#  html_static_path = ['_static']
-
-# hide document source view link at the top 
-html_show_sourcelink = False
+html_theme = 'furo'
+html_extra_path = ['appmetadata.jsonschema']
+html_static_path = []  # No static path for now, can be created if needed
+html_show_sourcelink = True  # Furo handles this well, no need to hide
+
+# Theme options for visual consistency with CLAMS branding
+html_theme_options = {
+    # "light_logo": "logo.png", # TODO: Add logo files if available
+    # "dark_logo": "logo.png",
+    "sidebar_hide_name": False,
+    "navigation_with_keys": True,
+    "source_repository": "https://github.com/clamsproject/clams-python",
+    "source_branch": "main", # Default branch for "Edit on GitHub" links
+    "source_directory": "documentation/",
+
+    # CLAMS brand colors
+    "light_css_variables": {
+        "color-brand-primary": "#008AFF",
+        "color-brand-content": "#0085A1",
+        "color-link": "#008AFF",
+        "color-link-hover": "#0085A1",
+    },
+    # Dark mode variables can be added here if needed
+}
 
 
 # function used by `linkcode` extension
 def linkcode_resolve(domain, info):
-    if domain != 'py':
+    if domain != 'py' or not info.get('module'):
         return None
-    if not info['module']:
+
+    try:
+        # Find the Python object
+        obj = sys.modules.get(info['module'])
+        if obj is None: return None
+        for part in info['fullname'].split('.'):
+            obj = getattr(obj, part)
+
+        # Get the source file and line numbers
+        # Use inspect.unwrap to handle decorated objects
+        unwrapped_obj = inspect.unwrap(obj)
+        filename = inspect.getsourcefile(unwrapped_obj)
+        if not filename: return None
+
+        lines, start_lineno = inspect.getsourcelines(unwrapped_obj)
+        end_lineno = start_lineno + len(lines) - 1
+
+        # clams-python docs are single-version, always pointing to main
+        git_ref = 'main'
+
+        # Get file path relative to repository root
+        repo_root = Path(__file__).parent.parent
+        rel_path = Path(filename).relative_to(repo_root)
+
+        return f"{blob_base_url}/{git_ref}/{rel_path}#L{start_lineno}-L{end_lineno}"
+
+    except Exception:
+        # Don't fail the entire build if one link fails, just return None
         return None
-    filename = info['module'].replace('.', '/')
-    return f"https://github.com/clamsproject/clams-python/tree/main/{filename}/__init__.py"
 
 
-def update_target_spec():
+def generate_whatsnew_rst(app):
+    changelog_path = proj_root_dir / 'CHANGELOG.md'
+    output_path = proj_root_dir / 'documentation' / 'whatsnew.md'
+    if not changelog_path.exists():
+        print(f"WARNING: CHANGELOG.md not found at {changelog_path}")
+        with open(output_path, 'w') as f:
+            f.write("")
+        return
+
+    import re
+
+    content = []
+    found_version = False
+    version_header_re = re.compile(r'^## releasing\s+([^\s]+)\s*(\(.*\))?')
+
+    print(f"DEBUG: Looking for version '{version}' in CHANGELOG.md")
+
+    with open(changelog_path, 'r') as f:
+        lines = f.readlines()
+
+    for line in lines:
+        match = version_header_re.match(line)
+        if match:
+            header_version = match.group(1)
+            if header_version == version:
+                found_version = True
+                # We don't include the header line itself in the content we want to wrap
+                continue
+            elif found_version:
+                break
+
+        if found_version:
+            content.append(line)
+
+    if not found_version:
+        print(f"NOTE: No changelog entry found for version {version}")
+        with open(output_path, 'w') as f:
+            f.write("")
+    else:
+        # Dump matched markdown content directly to whatsnew.md
+        with open(output_path, 'w') as f:
+            f.write(f"## What's New in {version}\n\n(Full changelog available in the [CHANGELOG.md]({blob_base_url}/main/CHANGELOG.md))\n")
+            f.writelines(content)
+
+
+def generate_jsonschema(app):
+    import json
+    from clams.appmetadata import AppMetadata
+
+    # Generate schema using Pydantic v2 API
+    schema_dict = AppMetadata.model_json_schema()
+    
+    output_path = Path(app.srcdir) / 'appmetadata.jsonschema'
+    with open(output_path, 'w') as f:
+        json.dump(schema_dict, f, indent=2)
+
+
+def update_target_spec(app):
     target_vers_csv = Path(__file__).parent / 'target-versions.csv'
-    with open("../VERSION", 'r') as version_f:
+    with open(proj_root_dir / "VERSION", 'r') as version_f:
         version = version_f.read().strip()
     mmifver = mmif.__version__
     specver = mmif.__specver__
@@ -102,4 +202,8 @@ def update_target_spec():
             out_f.write(line)
         shutil.move(out_f.name, in_f.name)
 
-update_target_spec()
+
+def setup(app):
+    app.connect('builder-inited', generate_whatsnew_rst)
+    app.connect('builder-inited', generate_jsonschema)
+    app.connect('builder-inited', update_target_spec)
diff --git a/documentation/index.rst b/documentation/index.rst
index 3f9fdd1..109647d 100644
--- a/documentation/index.rst
+++ b/documentation/index.rst
@@ -3,6 +3,12 @@ Welcome to CLAMS Python SDK documentation!
 
 .. mdinclude:: ../README.md
 
+----
+
+.. mdinclude:: whatsnew.md
+
+----
+
 .. toctree::
   :maxdepth: 2
   :caption: Contents

From 8ee23dce2db4f9cceadaa2b448f7adeac30dcce1 Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Sat, 29 Nov 2025 21:24:31 -0500
Subject: [PATCH 7/9] removed old docs artifact

---
 docs/.buildinfo                               |    4 -
 docs/.doctrees/appdirectory.doctree           |  Bin 3765 -> 0 bytes
 docs/.doctrees/appmetadata.doctree            |  Bin 130769 -> 0 bytes
 docs/.doctrees/autodoc/clams.app.doctree      |  Bin 79491 -> 0 bytes
 .../autodoc/clams.appmetadata.doctree         |  Bin 813424 -> 0 bytes
 .../autodoc/clams.mmif_utils.doctree          |  Bin 3434 -> 0 bytes
 docs/.doctrees/autodoc/clams.restify.doctree  |  Bin 48984 -> 0 bytes
 docs/.doctrees/clamsapp.doctree               |  Bin 57965 -> 0 bytes
 docs/.doctrees/cli.doctree                    |  Bin 4705 -> 0 bytes
 docs/.doctrees/environment.pickle             |  Bin 2308881 -> 0 bytes
 docs/.doctrees/index.doctree                  |  Bin 13819 -> 0 bytes
 docs/.doctrees/input-output.doctree           |  Bin 71414 -> 0 bytes
 docs/.doctrees/introduction.doctree           |  Bin 54617 -> 0 bytes
 docs/.doctrees/modules.doctree                |  Bin 3045 -> 0 bytes
 docs/.doctrees/runtime-params.doctree         |  Bin 10310 -> 0 bytes
 docs/.doctrees/tutorial.doctree               |  Bin 71199 -> 0 bytes
 docs/.nojekyll                                |    0
 docs/CNAME                                    |    1 -
 docs/_sources/appdirectory.rst.txt            |    8 -
 docs/_sources/appmetadata.rst.txt             |  236 --
 docs/_sources/autodoc/clams.app.rst.txt       |   10 -
 .../autodoc/clams.appmetadata.rst.txt         |   19 -
 .../_sources/autodoc/clams.mmif_utils.rst.txt |   16 -
 docs/_sources/autodoc/clams.restify.rst.txt   |    9 -
 docs/_sources/clamsapp.md.txt                 |  264 --
 docs/_sources/cli.rst.txt                     |   15 -
 docs/_sources/index.rst.txt                   |   29 -
 docs/_sources/input-output.rst.txt            |   50 -
 docs/_sources/introduction.rst.txt            |  159 -
 docs/_sources/modules.rst.txt                 |   11 -
 docs/_sources/runtime-params.rst.txt          |   57 -
 docs/_sources/tutorial.md.txt                 |  375 ---
 .../_sphinx_javascript_frameworks_compat.js   |  123 -
 docs/_static/basic.css                        |  914 ------
 docs/_static/css/badge_only.css               |    1 -
 docs/_static/css/fonts/Roboto-Slab-Bold.woff  |  Bin 87624 -> 0 bytes
 docs/_static/css/fonts/Roboto-Slab-Bold.woff2 |  Bin 67312 -> 0 bytes
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 .../_static/css/fonts/fontawesome-webfont.svg | 2671 -----------------
 .../_static/css/fonts/fontawesome-webfont.ttf |  Bin 165548 -> 0 bytes
 .../css/fonts/fontawesome-webfont.woff        |  Bin 98024 -> 0 bytes
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 docs/_static/css/fonts/lato-bold-italic.woff  |  Bin 323344 -> 0 bytes
 docs/_static/css/fonts/lato-bold-italic.woff2 |  Bin 193308 -> 0 bytes
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 .../_static/css/fonts/lato-normal-italic.woff |  Bin 328412 -> 0 bytes
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 docs/_static/css/fonts/lato-normal.woff2      |  Bin 182708 -> 0 bytes
 docs/_static/css/theme.css                    |    4 -
 docs/_static/doctools.js                      |  149 -
 docs/_static/documentation_options.js         |   13 -
 docs/_static/file.png                         |  Bin 286 -> 0 bytes
 docs/_static/fonts/Lato/lato-bold.eot         |  Bin 256056 -> 0 bytes
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 .../fonts/RobotoSlab/roboto-slab-v7-bold.eot  |  Bin 79520 -> 0 bytes
 .../fonts/RobotoSlab/roboto-slab-v7-bold.ttf  |  Bin 170616 -> 0 bytes
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 docs/_static/jquery.js                        |    2 -
 docs/_static/js/badge_only.js                 |    1 -
 docs/_static/js/theme.js                      |    1 -
 docs/_static/js/versions.js                   |  228 --
 docs/_static/language_data.js                 |  192 --
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 docs/_static/pygments.css                     |   75 -
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 docs/appdirectory.html                        |  120 -
 docs/appmetadata.html                         |  884 ------
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 docs/cli.html                                 |  127 -
 docs/genindex.html                            |  454 ---
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 docs/runtime-params.html                      |  168 --
 docs/search.html                              |  130 -
 docs/searchindex.js                           |    1 -
 docs/tutorial.html                            |  476 ---
 110 files changed, 12617 deletions(-)
 delete mode 100644 docs/.buildinfo
 delete mode 100644 docs/.doctrees/appdirectory.doctree
 delete mode 100644 docs/.doctrees/appmetadata.doctree
 delete mode 100644 docs/.doctrees/autodoc/clams.app.doctree
 delete mode 100644 docs/.doctrees/autodoc/clams.appmetadata.doctree
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diff --git a/docs/.nojekyll b/docs/.nojekyll
deleted file mode 100644
index e69de29..0000000
diff --git a/docs/CNAME b/docs/CNAME
deleted file mode 100644
index f204280..0000000
--- a/docs/CNAME
+++ /dev/null
@@ -1 +0,0 @@
-sdk.clams.ai
diff --git a/docs/_sources/appdirectory.rst.txt b/docs/_sources/appdirectory.rst.txt
deleted file mode 100644
index 68c951b..0000000
--- a/docs/_sources/appdirectory.rst.txt
+++ /dev/null
@@ -1,8 +0,0 @@
-.. _appdirectory:
-
-CLAMS App Directory
-===================
-
-CLAMS App Directory is a public registry for free and open CLAMS apps, available at http://apps.clams.ai .
-
-To submit your app for registration on the directory, please find a submission guideline on the directory website. 
diff --git a/docs/_sources/appmetadata.rst.txt b/docs/_sources/appmetadata.rst.txt
deleted file mode 100644
index 537c90c..0000000
--- a/docs/_sources/appmetadata.rst.txt
+++ /dev/null
@@ -1,236 +0,0 @@
-.. _appmetadata: 
-
-CLAMS App Metadata
-##################
-
-Overview
-********
-
-Every CLAMS app must provide information about the app itself. We call this set of information **App Metadata**. 
-
-Format
-======
-
-A CLAMS App Metadata should be able to be serialized into a JSON string. 
-
-Input/Output type specification
-===============================
-
-Essentially, all CLAMS apps are designed to take one MMIF file as input and produce another MMIF file as output. In this 
-section, we will discuss how to specify, in the App Metadata, the *semantics* of the input and output MMIF files, and 
-how that information should be formatted in terms of the App Metadata syntax, concretely by using ``input`` and 
-``output`` lists and type vocabularies where ``@type`` are defined.
-
-
-.. note::
-   CLAMS App Metadata is encoded in JSON format, but is not part of MMIF specification.
-   Full json schema for app metadata is available in the below section.
-   When an app is published to the CLAMS app directory, the app metadata will be rendered as a HTML page, with some 
-   additional information about submission. Visit the `CLAMS app directory <https://apps.clams.ai>`_ to see how the app 
-   metadata is rendered.
-
-Annotation types in MMIF
-------------------------
-
-As described in the `MMIF documentation <https://mmif.clams.ai>`_, MMIF files can contain annotations of various types. 
-Currently, CLAMS team is using the following vocabularies with pre-defined annotation types: 
-
-- `CLAMS vocabulary <https://mmif.clams.ai/|specver|/vocabulary>`_
-- `LAPPS types <http://vocab.lappsgrid.org>`_
-
-Each annotation object type in the vocabularies has a unique URI that is used as the value of the ``@type`` field.
-However, more important part of the type definition in the context of CLAMS app development is the ``metadata`` and
-``properties`` fields. These fields provide additional information about the annotation type. Semantically, there is 
-no differences between a metadata field and a property field. The difference is in the intended use of the field. 
-a ``metadata`` field is used to provide common information about a group of annotation objects of the same type, while 
-a ``properties`` field is used to provide information about the individual annotation instance. In practice, metadata 
-fields are placed in the view metadata (``view[].metatadata.contains``) and properties fields are placed in the 
-annotation object itself. Because of this lack of distinction in the semantics, we will use the term "type property" to 
-refer to both metadata and properties in the context of annotation type (I/O) specifications in the app metadata. 
-
-Type definitions in the vocabularies are intentionally kept minimal and underspecified. This is because the definitions
-are meant to be extended by an app developers. For example, the LAPPS vocabulary defines a type called ``Token``,
-primarily to represent a token in a natural language text. However, the usage of the type can be extended to represent
-a sub-word token used in a machine learning model, or a minimal unit of a sign language video. If the app developer
-needs to add additional information to the type definition, they can do so by adding arbitrary properties to the type
-definition in action. In such a case, the app developer is expected to provide the explanation of the extended type in
-the app metadata. See below for the syntax of I/O specification in the app metadata. 
-
-Syntax for I/O specification in App Metadata
---------------------------------------------
-
-In the App Metadata, the input and output types are specified as lists of objects. Each object in the list should have
-the following fields:
-
-- ``@type``: The URI of the annotation type. This field is required.
-- ``description``: A human-readable description of the annotation type. This field is optional.
-- ``properties``: A key-value pairs of type properties. This field is optional.
-- ``required``: A boolean value indicating whether the annotation type is required as input. This field is optional and 
-  defaults to ``true``. Not applicable for output types.
-
-
-Simple case - using types as defined in the vocabularies
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-In the simplest case, where a developer merely re-uses an annotation type definition and pre-defined properties, an 
-input specification can be as simple as the following:
-
-.. code-block:: python
-
-    { 
-      # other app metadata fields, 
-      "input": 
-      [
-        {
-          "@type": "http://vocab.lappsgrid.org/Token", 
-          "properties": {
-            "posTagSet": "https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html"
-          }
-        }
-      ],
-      # and more app metadata fields, 
-    }
-    
-In the above example, the developer is declaring the app is expecting ``Token`` annotation objects, with a ``posTagSet`` 
-property of which value is the URL of the Penn Treebank POS tag set, *verbatim*, in the input MMIF, and all other 
-existing annotation types in the input MMIF will be ignored during processing. There are some *grammar* of how this 
-``input`` list can be written. 
-
-- The value of a property specification can be a verbatim string, or ``"*"`` to indicate that the property can have 
-  any value. 
-- If the app expects multiple types of annotations, the ``input`` field should contain multiple objects in the list. 
-- And if the app expects "one-of" specified types, one can specify the set of those types in a nested list. One nested 
-  list in the input specification means one *required* type. 
-- And finally, if an input type is optional (i.e., ``required=false``), it indicates that the app can use extra 
-  information from the optional annotations. In such a case, it is recommended to provide a description of differences 
-  in the output MMIF when the extra information is available.
-
-For example, here is a more complex example of the simple case:
-
-.. code-block:: python
-
-    { 
-      # other app metadata fields, 
-      "input": 
-      [
-        [
-          { "@type": "https://mmif.clams.ai/vocabulary/AudioDocument/v1/" },
-          { "@type": "https://mmif.clams.ai/vocabulary/VideoDocument/v1/" }
-        ],
-        {
-          "@type": "https://mmif.clams.ai/vocabulary/TimeFrame/v5", 
-          "properties": {
-            "label": "speech",
-          }
-          "required": false
-        }, 
-      ],
-      # and more app metadata fields, 
-    }
-
-This app is a speech-to-text (automatic speech recognition) app that can take either an audio document or a video
-document and transcribe the speech in the document. The app can also take a ``TimeFrame`` annotation objects with 
-``label="speech"`` property. When speech time frames are available, app can perform transcription only on the speech
-segments, to save time and compute power. 
-
-Another example with even more complex input specification:
-
-.. code-block:: python
-
-    { 
-      # other app metadata fields, 
-      "input": 
-      [
-        { "@type": "https://mmif.clams.ai/vocabulary/VideoDocument/v1/" },
-        [
-          {
-            "@type": "https://mmif.clams.ai/vocabulary/TimeFrame/v5", 
-            "properties": {
-              "timeUnit": "*"
-              "label": "slate",
-            }
-          }, 
-          {
-            "@type": "https://mmif.clams.ai/vocabulary/TimeFrame/v5", 
-            "properties": {
-              "timeUnit": "*"
-              "label": "chyron",
-            }
-          }
-        ]
-      ],
-      # and more app metadata fields, 
-    }
-
-This is a text recognition app that can take a video document **and** ``TimeFrame`` annotations that are labels as 
-either ``slate`` or ``chyron``, and have ``timeUnit`` properties. The value of the ``timeUnit`` property doesn't matter, 
-but the input time frames must have it. 
-
-.. note::
-   Unfortunately, currently there is no way to specify optional properties within the type definition.
-
-Finally, let's take a look at the ``output`` specification of a scene recognition CLAMS app:
-
-.. code-block:: python
-
-    { 
-      # other app metadata fields, 
-      "output": 
-      [
-          {
-            "@type": "https://mmif.clams.ai/vocabulary/TimePoint/v4/", 
-            "description": "An individual \"still frame\"-level image classification results.",
-            "properties": {
-                "timeUnit": "milliseconds",
-                "labelset": ["slate", "chyron", "talking-heads-no-text"],
-                "classification": "*",
-                "label": "*"
-            }
-          }
-      ],
-      # and more app metadata fields, 
-    }
-
-Note that in the actual output MMIF, more properties can be stored in the ``TimePoint`` objects. The output 
-specification in the app metadata is a subset of the properties to be produced that are useful for type checking
-in the downstream apps, as well as for human readers to understand the output.
-
-Extended case - adding custom properties to the type definition
-~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
-
-When the type definition is extended on the fly, developers are expected to provide the extended specification in the 
-form of key-value pairs in the ``properties`` field. The grammar of the JSON object does not change, but developers are
-expected to provide a verbose description of the type extension in the ``description`` field. 
-
-Runtime parameter specification
-===============================
-
-CLAMS apps designed to be run as HTTP servers, preferably as `stateless <https://en.wikipedia.org/wiki/Stateless_protocol>`_.
-When accepting HTTP requests, the app should take the request data payload (body) as the input MMIF, and any exposed 
-configurations should be read from query strings in the URL. 
-
-That said, the only allowed data type for users to pass as parameter values at the request time is a string. Hence, the 
-app developer is responsible for parsing the string values into the appropriate data types. (``clams-python`` SDK 
-provides some basic parsing functions, automatically called by the web framework wrapper.) At the app metadata level, 
-developers can specify the expected parameter data types, among ``integer``, ``number``, ``string``, ``boolean``, 
-``map``, and also can specify the default value of the parameter (when specified, default values should be properly 
-*typed*, not as strings). Noticeably, there's NO ``list`` in the available data types, and that is because a parameter 
-can be specified as ``multivalued=True`` to accept multiple values as a list. For details of how SDK's built-in 
-parameter value parsing works, please refer to the App Metadata json scheme (in the `below <#clams-app-runtime-parameter>`_ 
-section). 
-
-Syntax for parameter specification in App Metadata
---------------------------------------------------
-
-Metadata Schema
-===============
-
-The schema for app metadata is as follows. 
-(You can also download the schema in `JSON Schema <https://json-schema.org/>`_ format from `here <appmetadata.jsonschema>`_.)
-
-.. jsonschema:: appmetadata.jsonschema 
-   :lift_description: True
-   :lift_title: True
-   :lift_definitions: True
-
-
diff --git a/docs/_sources/autodoc/clams.app.rst.txt b/docs/_sources/autodoc/clams.app.rst.txt
deleted file mode 100644
index 1f18e8f..0000000
--- a/docs/_sources/autodoc/clams.app.rst.txt
+++ /dev/null
@@ -1,10 +0,0 @@
-clams.app package
-==================
-
-Core package providing classes for representing CLAMS apps.
-
-.. automodule:: clams.app
-   :members:
-   :private-members: 
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_sources/autodoc/clams.appmetadata.rst.txt b/docs/_sources/autodoc/clams.appmetadata.rst.txt
deleted file mode 100644
index 1849208..0000000
--- a/docs/_sources/autodoc/clams.appmetadata.rst.txt
+++ /dev/null
@@ -1,19 +0,0 @@
-clams.appmetadata package
-=========================
-
-Package providing classes for representing metadata of CLAMS apps.
-
-.. autoclass:: clams.appmetadata.AppMetadata
-   :members:
-
-.. autoclass:: clams.appmetadata.Input
-   :members:
-   :inherited-members:
-
-.. autoclass:: clams.appmetadata.Output
-   :members:
-   :inherited-members:
-
-.. autoclass:: clams.appmetadata.RuntimeParameter
-   :members:
-   :inherited-members:
diff --git a/docs/_sources/autodoc/clams.mmif_utils.rst.txt b/docs/_sources/autodoc/clams.mmif_utils.rst.txt
deleted file mode 100644
index d4f4f66..0000000
--- a/docs/_sources/autodoc/clams.mmif_utils.rst.txt
+++ /dev/null
@@ -1,16 +0,0 @@
-clams.mmif_utils package
-========================
-
-Package providing utility functions for working with MMIF data.
-
-``rewind`` module
------------------
-
-.. automodule:: clams.mmif_utils.rewind
-   :members:
-
-``source`` module
------------------
-
-.. automodule:: clams.mmif_utils.source
-   :members:
diff --git a/docs/_sources/autodoc/clams.restify.rst.txt b/docs/_sources/autodoc/clams.restify.rst.txt
deleted file mode 100644
index 6b4f47d..0000000
--- a/docs/_sources/autodoc/clams.restify.rst.txt
+++ /dev/null
@@ -1,9 +0,0 @@
-clams.restify package
-=====================
-
-Package providing wrapper class for running a CLAMS app as a HTTP app.
-
-.. automodule:: clams.restify
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/_sources/clamsapp.md.txt b/docs/_sources/clamsapp.md.txt
deleted file mode 100644
index 27d1a6e..0000000
--- a/docs/_sources/clamsapp.md.txt
+++ /dev/null
@@ -1,264 +0,0 @@
-## Using CLAMS App
-
-This document provides general instructions for installing and using CLAMS Apps. 
-App developers may provide additional information specific to their app, 
-hence it's advised also to look up the app website (or code repository) to get the additional information. 
-
-### Requirements 
-
-Generally, a CLAMS App requires 
-
-- To run the app in a container (as an HTTP server), container management software such as `docker` or `podman`. This is the recommended way to use CLAMS Apps.
-  - (the CLAMS team is using `docker` for development and testing, hence the instructions are based on `docker` commands.)
-- To run the app locally, Python3 with the `clams-python` module installed. Python 3.8 or higher is required.
-- To invoke and execute analysis, HTTP client utility (such as `curl`).
-
-For Python dependencies, usually CLAMS Apps come with `requirements.txt` files that list up the Python library. 
-However, there could be other non-Python software/library that are required by the app.
-
-### Installation
-
-CLAMS Apps available on the CLAMS App Directory. Currently, all CLAMS Apps are open-source projects and are distributed as
-
-1. source code downloadable from code repository
-1. pre-built container image 
-
-Please visit [the app-directory](https://apps.clams.ai) to see which apps are available and where you can download them.
- 
-In most cases, you can "install" a CLAMS App by either
-
-1. downloading pre-built container image directly (quick-and-easy way)
-1. downloading source code from the app code repository and manually building a container image (more flexible way if you want to modify the app, or have to build for a specific HW)
-
-#### Download prebuilt image
-
-This is the quickest (and recommended) way to get started with a CLAMS App.
-CLAMS apps in the App Directory come with public prebuilt container images, available in a container registry.
-
-``` bash 
-docker pull <prebulit_image_name>
-```
-
-The image name can be found on the App Directory entry of the app.
-
-#### Build an image from source code
-
-Alternatively, you can build a container image from the source code. 
-This is useful when you want to modify the app itself, or when you want to change the image building process to adjust to your hardware environment (e.g., specific compute engine), or additional software dependencies (e.g. [MMIF plugins](https://clams.ai/mmif-python/latest/plugins.html)).
-To download the source code, you can either use `git clone` command or download a zip file from the source code repository. 
-The source code repository address can be found on the App Directory entry of the app.
-
-From the locally downloaded project directory, run the following in your terminal to build an image from the included container specification file.
-
-(Assuming you are using `docker` as your container manager)
-
-```bash
-$ docker build . -f Containerfile -t <IMAGE_NAME_YOU_PICK>
-```
-
-### Running CLAMS App
-
-CLAMS Apps are primarily designed to run as an HTTP server, but some apps written based on `clams-python` SDK additionally provide CLI equivalent to the HTTP requests. 
-In this session, we will first cover the usage of CLAMS apps as an HTTP server, and then cover the (optional) CLI.
-
-#### Starting the HTTP server as a container
-
-Once the image is built (by `docker build`) or downloaded (by `docker pull`), to create and start a container, run:
-
-```bash
-$ docker run -v /path/to/data/directory:/data -p <PORT>:5000 <IMAGE_NAME>
-```
-
-where `/path/to/data/directory` is the local location of your media files or MMIF objects and `PORT` is the *host* port number you want your container to be listening to. 
-The HTTP inside the container will be listening to 5000 by default, so the second part of the `-p` argument is always `5000`.
-Usually any number above 1024 is fine for the host port number, and you can use the same 5000 number for the host port number.
-
-The mount point for the data directory inside the container can be any path, and we used `/data` just as an example. 
-However, it is very important to understand that the file location in the input MMIF file must be a valid and available path inside the container (see below for more details).
-
-> **Note**
-> If you are using a Mac, on recent versions of macOS, port 5000 is used by Airplay Receiver by default. So you may need to use a different port number, or turn off the Airplay Receiver in the System Preferences to release 5000.
-> For more information on *safe* port numbers, see [IANA Port Number Registry](https://www.iana.org/assignments/service-names-port-numbers/service-names-port-numbers.xhtml) or [Wikipedia](https://en.wikipedia.org/wiki/List_of_TCP_and_UDP_port_numbers).
-
-> **Note**
-> Another note for users of recent Macs with Apple Silicon (M1, M2, etc) CPU: you might see the following error message when you run the container image.
-> ```
-> The requested image's platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested
-> ```
-> This is because the image you are trying to run is built for Intel/AMD x64 CPUs. To force the container to run on an emulation layer, you can add `--platform linux/amd64` option to the `docker run` command.
-
-Additionally, you can mount a directory to `/cache/` inside the container to persist the cache data between container runs.
-This is particularly handy when the app you are using downloads a fairly large pretrained model file on the first run, and you want to keep it for the next run.
-
-Unlike the data directory, the cache directory is not required to be mounted, but if you want to persist the cache data, you can mount a local directory to `/cache/` inside the container (fixed path).
-
-```bash
-docker run -v /path/to/data/directory:/data -v /path/to/cache/directory:/cache -p <port>:5000 <image_name>
-```
-
-> **Note**
-> One might be tempted bind-mount their entire local cache directory (usually `~/.cache` in Linux systems) to re-use locally downloaded model files, across different apps.
-> However, doing so will expose all the cached data, not just model files, to the container. 
-> This can include sensitive information such as browser cache, authentication tokens, etc, hence will pose a great security risk.
-> It is recommended to create a separate directory to use as a cache directory for CLAMS containers. 
-
-
-### Invoking the app server
-
-#### To get app metadata
-
-Once the app is running as an HTTP server, visit the server address ([localhost:5000](http://localhost:5000), or the remote host name if running on a remote computer) to get the app metadata. 
-App metadata is also available at the App Directory entry of the app if the app is published on the App Directory. 
-App metadata contains important information about the app that we will use in the following sections.
-
-#### To process input media
-
-To actually run the app and process input media through computational analysis, simply send a POST request to the app with a MMIF input as the request body.
-
-MMIF input files can be obtained from outputs of other CLAMS apps, or you can create an *empty* MMIF only with source media locations using `clams source` command. See the help message for a more detailed instructions. 
-(Make sure you have installed [`clams-python` package](https://pypi.org/project/clams-python/) version from PyPI.)
-
-```bash
-$ pip install clams-python
-$ clams source --help
-```
-
-For example; by running 
-
-```bash 
-$ clams source audio:/data/audio/some-audio-file.mp3
-```
-
-You will get
-
-```json 
-{
-  "metadata": {
-    "mmif": "http://mmif.clams.ai/X.Y.Z"
-  },
-  "documents": [
-    {
-      "@type": "http://mmif.clams.ai/vocabulary/AudioDocument/v1",
-      "properties": {
-        "mime": "audio",
-        "id": "d1",
-        "location": "file:///data/audio/some-audio-file.mp3"
-      }
-    }
-  ],
-  "views": []
-}
-```
-
-If an app requires just `Document` inputs (see `input` section of the app metadata), an empty MMIF with required media file locations will suffice. 
-The location has to be a URL or an absolute path, and it is important to ensure that it exists.
-Especially when running the app in a container, and the document location is specified as a file system path, the file must be available inside the container.
-In the above, we bind-mounted `/path/to/data/directory` (host) to `/data` (container). 
-That is why we used `/data/audio/some-audio-file.mp3` as the location when generating this MMIF input.
-So in this example, the file `/path/to/data/directory/audio/some-audio-file.mp3` must exist on the host side, so that inside the container, it can be accessed as `/data/audio/some-audio-file.mp3`.
-
-Some apps only works with input MMIF that already contains some annotations of specific types. To run such apps, you need to run different apps in a sequence. 
-
-(TODO: added CLAMS workflow documentation link here.)
-
-When an input MMIF is ready, you can send it to the app server.
-Here's an example of how to use the `curl` command, and store the response in a file `output.mmif`.
-
-```bash
-$ clams source audio:/data/audio/some-audio-file.mp3 > input.mmif
-$ curl -H "Accept: application/json" -X POST -d@input.mmif -s http://localhost:5000 > output.mmif
-
-# or using a bash pipeline 
-$ clams source audio:/data/audio/some-audio-file.mp3 | curl -X POST -d@- -s http://localhost:5000 > output.mmif
-```
-
-Windows PowerShell users may encounter an `Invoke-WebRequest` exception when attempting to send an input file with `curl`.
-This can be resolved for the duration of the current session by using the command `remove-item alias:curl` before proceeding to use `curl`.
-
-#### Configuring the app
-
-Running as an HTTP server, CLAMS Apps are stateless, but can be configured for each HTTP request by providing configuration parameters as [query string](https://en.wikipedia.org/wiki/Query_string). 
-
-For example, appending `?pretty=True` to the URL will result in a JSON output with indentation for better readability.
-
-> **Note**
-> When you're using `curl` from a shell session, you need to escape the `?` or `&` characters with `\` to prevent the shell from interpreting it as a special character.
- 
-Different apps have different configurability. For configuration parameters of an app, please refer to `parameter` section of the app metadata.
-
-### Using CLAMS App as a CLI program
-
-First and foremost, not all CLAMS Apps support command line interface (CLI).
-At the minimum, a CLAMS app is required to support HTTP interfaces described in the previous section.
-If any of the following instructions do not work for an app, it is likely that the app does not support CLI. 
-
-#### Python entry points 
-
-Apps written on `clams-python` SDK have three python entry points by default: `app.py`, `metadata.py`, and `cli.py`.
-
-#### `app.py`: Running app as a local HTTP server
-
-`app.py` is the main entry point for running the app as an HTTP server. 
-To run the app as a local HTTP server without containerization, you can run the following command from the source code directory.
-
-```bash
-$ python app.py 
-```
-
-* By default, the app will be listening to port 5000, but you can change the port number by passing `--port <NUMBER>` option.
-* Be default, the app will be running in *debugging* mode, but you can change it to *production* mode by passing `--production` option to support larger traffic volume.
-* As you might have noticed, the default `CMD` in the prebuilt containers is `python app.py --production --port 5000`.
-
-#### `metadata.py`: Getting app metadata
-
-Running `metadata.py` will print out the app metadata in JSON format. 
-
-#### `cli.py`: Running as a CLI program
-
-`cli.py` is completely optional for app developers, and unlike the other two above that are guaranteed to be available, `cli.py` may not be available for some apps.
-When running an app as a HTTP app, the input MMIF must be passed as POST request's body, and the output MMIF will be returned as the response body.
-To mimic this behavior in a CLI, `cli.py` has two positional arguments; 
-
-``` bash 
-$ python cli.py <INPUT_MMIF> <OUTPUT_MMIF>  # will read INPUT_MMIF file, process it, and write the result to OUTPUT_MMIF file
-```
-
-`<INPUT_MMIF>` and `<OUTPUT_MMIF>` are file paths to the input and output MMIF files, respectively. 
-Following the common unix CLI practice, you can use `-` to represent STDIN and/or STDOUT
-
-``` bash
-# will read from STDIN, process it, and write the result to STDOUT
-$ python cli.py - -  
-
-# or equivalently
-$ python cli.py 
-
-# read from a file, write to STDOUT
-$ python cli.py input.mmif -
-
-# or equivalently
-$ python cli.py input.mmif
-
-# read from STDIN, write to a file
-$ cat input.mmif | python cli.py - output.mmif
-```
-
-As with the HTTP server, you can pass configuration parameters to the CLI program. 
-All parameter names are the same as the HTTP query parameters, but you need to use `--` prefix to indicate that it is a parameter.
-
-``` bash
-$ python cli.py --pretty True input.mmif output.mmif
-```
-
-Finally, when running the app as a container, you can override the default `CMD` (`app.py`) by passing a `cli.py` command to the `docker run` command.
-
-``` bash
-$ cat input.mmif | docker run -i -v /path/to/data/directory:/data <IMAGE_NAME> python cli.py 
-```
-
-Note that `input.mmif` is in the host machine, and the container is reading it from the STDIN. 
-You can also pass the input MMIF file as a volume to the container. 
-However, when you do so, you need to make sure that the file path in the MMIF is correctly set to the file path in the container.
-
-> **Note**
-> Here, make sure to pass [`-i` option to the `docker run`](https://docs.docker.com/reference/cli/docker/container/run/#interactive) command to make host's STDIN work properly with the container. 
diff --git a/docs/_sources/cli.rst.txt b/docs/_sources/cli.rst.txt
deleted file mode 100644
index 6e189bd..0000000
--- a/docs/_sources/cli.rst.txt
+++ /dev/null
@@ -1,15 +0,0 @@
-.. _cli:
-
-``clams`` shell command
-=======================
-
-``clams-python`` comes with a command line interface (CLI) that allows you to
-
-#. create a new CLAMS app from a template
-#. create a new MMIF file with selected source documents and an empty view
-
-The CLI is installed as ``clams`` shell command. To see the available commands, run
-
-.. code-block:: bash 
-
-    clams --help
diff --git a/docs/_sources/index.rst.txt b/docs/_sources/index.rst.txt
deleted file mode 100644
index 135da15..0000000
--- a/docs/_sources/index.rst.txt
+++ /dev/null
@@ -1,29 +0,0 @@
-Welcome to CLAMS Python SDK documentation!
-==========================================
-
-.. mdinclude:: ../README.md
-
-.. toctree::
-  :maxdepth: 2
-  :caption: Contents
-
-  introduction
-  input-output
-  runtime-params
-  appmetadata
-  appdirectory
-  cli
-  tutorial
-
-.. toctree::
-  :maxdepth: 2
-  :caption: API documentation:
-
-  modules
-
-Indices and tables
-==================
-
-* :ref:`genindex`
-* :ref:`modindex`
-* :ref:`search`
diff --git a/docs/_sources/input-output.rst.txt b/docs/_sources/input-output.rst.txt
deleted file mode 100644
index 346b1f7..0000000
--- a/docs/_sources/input-output.rst.txt
+++ /dev/null
@@ -1,50 +0,0 @@
-.. _input-output: 
-
-I/O Specification 
-=================
-
-A CLAMS app must be able to take a MMIF JSON as input as well as to return a MMIF JSON as output. MMIF is a JSON-based open source data format (with some JSON-LD components). For more details and discussions, please visit the `MMIF website <https://mmif.clams.ai>`_ and the `issue tracker <https://github.com/clamsproject/mmif/issues>`_. 
-
-To learn more about MMIF, please visit `MMIF specification documentation <https://mmif.clams.ai/>`_.
-
-``mmif`` package
-^^^^^^^^^^^^^^^^^
-``mmif-python`` PyPI package comes together with the installation of ``clams-python``, and with it, you can use ``mmif`` python package.
-
-.. code-block:: python 
-
-    import mmif
-    from mmif.serialize import Mmif
-    new_mmif = Mmif()
-    # this will fail because an empty MMIF will fail to validate under the MMIF JSON schema
-
-Because API's of the ``mmif`` package is well documented in the `mmif-python website <http://clams.ai/mmif>`_, we won't go into more details here. Please refer to the website. 
-
-MMIF version and CLAMS apps
-^^^^^^^^^^^^^^^^^^^^^^^^^^^
-
-As some parts of ``clams-python`` implementation is relying on structure of MMIF, it is possible that a MMIF file of a specific version does not work with a CLAMS app that is based on a incompatible version of ``mmif-python``. 
-
-As we saw in the above, when using ``Mmif`` class, the MMIF JSON string is automatically validated under the MMIF JSON schema (shipped with the ``mmif-python``).
-So in most cases you don't have to worry about the compatibility issue, but it is still important to understand the versioning scheme of MMIF + ``mmif-python`` and ``clams-python``, because all ``clams-python`` distributions are depending on specific versions of ``mmif-python`` as a Python library.
-
-.. code-block:: python
-
-    import mmif
-    mmif.__specver__
-
-And when an app targets a specific version, it means: 
-
-#. The app can only process input MMIF files that are valid under the jsonschema of ``mmif-python`` version.
-#. The app will output MMIF files exactly versioned as the target version.
-
-However, also take these into consideration
-
-#. Not all MMIF updates are about the jsonschema. That means, some MMIF versions share the same schema, hence the syntactic validation process can pass for differently versioned MMIF files. 
-#. Changing jsonschema is actually a *big* change in MMIF, and we will try to avoid it as much as possible. When it's unavoidable, we will release the new MMIF and ``mmif-python`` with the major version number incremented. 
-
-For more information on the relation between ``mmif-python`` versions and MMIF specification versions, or MMIF version compatibility, please take time to read our decision on the subject `here <https://mmif.clams.ai/versioning/>`_. You can also find a table with all public ``clams-python`` packages and their target MMIF versions in the below. As we mentioned, developers don't usually need to worry about MMIF versions.
-
-.. csv-table:: Target Specification Versions
-   :file: target-versions.csv
-   :header-rows: 1
diff --git a/docs/_sources/introduction.rst.txt b/docs/_sources/introduction.rst.txt
deleted file mode 100644
index fe3c9f6..0000000
--- a/docs/_sources/introduction.rst.txt
+++ /dev/null
@@ -1,159 +0,0 @@
-.. _introduction: 
-
-Getting started
-===============
-
-Overview
---------
-
-The CLAMS project has many moving parts to make various computational analysis tools talk to each other to create customized workflows. However the most important part of the project must be the apps published for the CLAMS platform. The CLAMS Python SDK will help app developers handling MMIF data format with high-level classes and methods in Python, and publishing their code as a CLAMS app that can be easily deployed to the site via CLAMS workflow engines, such as the `CLAMS appliance <https://appliance.clams.ai>`_.
-
-A CLAMS app can be any software that performs automated contents analysis on text, audio, and/or image/video data stream, while using `MMIF <https://mmif.clams.ai>`_ as I/O format. When deployed into a CLAMS workflow engine, an app needs be running as a webapp wrapped in a container. In this documentation, we will explain what Python API's and HTTP API's an app must implement. 
-
-
-Prerequisites
--------------
-
-* `Python <https://www.python.org>`_: the latest ``clams-python`` requires Python 3.8 or newer. We have no plan to support `Python 2.7 <https://pythonclock.org/>`_. 
-* Containerization software: when deployed to a CLAMS workflow engine, an app must be containerized. Developers can choose any containerization software for doing so, but ``clams-python`` SDK is developed with `Docker <https://www.docker.com>`_ in mind.
-
-Installation 
-------------
-
-``clams-python`` distribution package is `available at PyPI <https://pypi.org/project/clams-python/>`_. You can use ``pip`` to install the latest version. 
-
-.. code-block:: bash 
-
-    pip install clams-python
-
-Note that installing ``clams-python`` will also install ``mmif-python`` PyPI package, which is a companion python library related to the MMIF data format. More information regarding MMIF specifications can be found `here <https://mmif.clams.ai/>`_. Documentation on ``mmif-python`` is available at the `Python API documentation website <https://clams.ai/mmif-python>`_.
-
-Quick Start with the App Template
----------------------------------
-
-``clams-python`` comes with a cookiecutter template for creating a CLAMS app. You can use it to create a new app project.
-
-.. code-block:: bash 
-
-    clams develop --help
-
-The newly created project will have a ``README.md`` file that explains how to develop and deploy the app. Here we will explain the basic structure of the project. Developing a CLAMS app has three (or four depending on the underlying analyzer) major components. 
-
-#. (Writing computational analysis code, or use existing code in Python)
-#. Make the analyzer to speak MMIF by wrapping with :class:`clams.app.ClamsApp`. 
-#. Make the app into a web app by wrapping with :class:`clams.restify.Restifier`. 
-#. Containerize the app by writing a ``Containerfile`` or ``Dockerfile``.
-
-CLAMS App API
-^^^^^^^^^^^^^
-A CLAMS Python app is a python class that implements and exposes two core methods: ``annotate()``, ``appmetadata()``. In essence, these methods (discussed further below) are wrappers around ``_annotate()`` and ``_appmetadata()``, and they provide some common functionality such as making sure the output is serialized into a string.
-
-* :meth:`~clams.app.ClamsApp.annotate`: Takes a MMIF as input and processes the MMIF input, then returns serialized MMIF :class:`str`.
-* :meth:`~clams.app.ClamsApp.appmetadata`: Returns JSON-formatted :class:`str` that contains metadata about the app. 
-
-A good place to start writing a CLAMS app is to start with inheriting :class:`clams.app.ClamsApp`. Let's talk about the two methods in detail when inheriting the class.
-
-annotate()
-""""""""""
-
-The ``annotate()`` method is the core method of a CLAMS app. It takes a MMIF JSON string as the main input, along with other `kwargs <https://docs.python.org/3.8/glossary.html#term-argument>`_ for runtime configurations, and analyzes the MMIF input, then returns analysis results in a serialized MMIF :class:`str`. 
-When you inherit :class:`~clams.app.ClamsApp`, you need to implement 
-
-* :meth:`~clams.app.ClamsApp._annotate` instead of :meth:`~clams.app.ClamsApp.annotate` (read the docstrings as they contain important information about the app implementation).
-* at a high level, ``_annotate()`` is mostly concerned with 
-
-    * finding processable documents and relevant annotations from previous views, 
-    * creating new views, 
-    * and calling the code that runs over the documents and inserts the results to the new views.
-
-As a developer you can expose different behaviors of the ``annotate()`` method by providing configurable parameters as keyword arguments of the method. For example, you can have the user specify a re-sample rate of an audio file to be analyzed by providing a ``resample_rate`` parameter. 
-
-.. note::
-  These runtime configurations are not part of the MMIF input, but for reproducible analysis, you should record these configurations in the output MMIF. 
-
-.. note::
-  There are *universal* parameters defined at the SDK-level that all CLAMS apps commonly use. See :const:`clams.app.ClamsApp.universal_parameters`. 
-
-.. warning::
-  All the runtime configurations should be pre-announced in the app metadata.
-
-Also see <:doc:`tutorial`> for a step-by-step tutorial on how to write the ``_annotate()`` method with a simple example NLP tool.
-
-appmetadata()
-"""""""""""""
-
-App metadata is a map where important information about the app itself is stored as key-value pairs. That said, the ``appmetadata()`` method should not perform any analysis on the input MMIF. In fact, it shouldn't take any input at all. 
-
-When using :class:`clams.app.ClamsApp`, you have different options to implement information source for the metadata. See :meth:`~clams.app.ClamsApp._load_appmetadata` for the options, and <:ref:`appmetadata`> for the metadata specification. 
-
-.. note::
-
-  In the future, the app metadata will be used for automatic generation of :ref:`appdirectory`.
-
-HTTP webapp
-^^^^^^^^^^^
-To be integrated into CLAMS workflow engines, a CLAMS app needs to serve as a webapp. Once your application class is ready, you can use :class:`clams.restify.Restifier` to wrap your app as a `Flask <https://palletsprojects.com/p/flask/>`_-based web application. 
-
-.. code-block:: python 
-
-    from clams.app import ClamsApp
-    from clams.restify import Restifier
-
-    class AnApp(ClamsApp):
-        # Implements an app that does this and that. 
-
-    if __name__ == "__main__":
-        app = AnApp()
-        webapp = Restifier(app)
-        webapp.run()
-
-When running the above code, Python will start a web server and host your CLAMS app. By default the serve will listen to ``0.0.0.0:5000``, but you can adjust hostname and port number. In this webapp, ``appmetadata`` and ``annotate`` will be respectively mapped to ``GET``, and ``POST`` to the root route. Hence, for example, you can ``POST`` a MMIF file to the web app and get a response with the annotated MMIF string in the body.
-
-.. note::
-  Now with HTTP interface, users can pass runtime configuration as `URL query strings <https://en.wikipedia.org/wiki/Query_string>`_. As the values of query string parameters are always strings, ``Restifier`` will try to convert the values to the types specified in the app metadata, using :class:`clams.restify.ParameterCaster`. 
-
-In the above example, :meth:`clams.restify.Restifier.run` will start the webapp in debug mode on a `Werkzeug <https://palletsprojects.com/p/werkzeug/>`_ server, which is not always suitable for a production server. For a more robust server that can handle multiple requests asynchronously, you might want to use a production-ready HTTP server. In such a case you can use :meth:`~clams.restify.Restifier.serve_production`, which will spin up a multi-worker `Gunicorn <https://docs.gunicorn.org>`_ server. If you don't like it (because, for example, gunicorn does not support Windows OS), you can write your own HTTP wrapper. At the end of the day, all you need is a webapp that maps ``appmetadata`` and ``annotate`` on ``GET`` and ``POST`` requests.
-
-To test the behavior of the application in a Flask server, you should run the app as a webapp in a terminal (shell) session:
-
-.. code-block:: bash 
-
-    $ python app.py --develop --port 5000
-    # default port number is 5000
-
-And poke at it from a new shell session:
-
-.. code-block:: bash 
-
-    # in a new terminal session
-    $ curl http://localhost:5000/
-    $ curl -H "Accept: application/json" -X POST -d@input/example-1.mmif "http://0.0.0.0:5000?pretty=True"
-
-The first command prints the metadata, and the second prints the output MMIF file. Appending ``?pretty=True`` to the URL will result in a pretty printed output. Note that with the ``--develop`` option we started a Flask development server. Without this option, a production server will be started. To get more information about the input file format (the contents of ``input/example-1.mmif``), please refer to `the user manual <https://apps.clams.ai/clamsapp>`_.
-
-
-Containerization 
-^^^^^^^^^^^^^^^^
-In addition to the HTTP service, a CLAMS app is expected to be containerized for seamless deployment to CLAMS workflow engines. Also, independently from being compatible with the CLAMS platform, containerization of your app is recommended especially when your app processes video streams and is dependent on complicated system-level video processing libraries (e.g. `OpenCV <https://opencv.org/>`_, `FFmpeg <https://ffmpeg.org/>`_). 
-
-When you start developing an app with ``clams develop`` command, the command will create a ``Containerfile`` with some instructions as inline comments for you (you can always start from scratch with any containerization tool you like). 
-
-.. note::
-  If you are part of CLAMS team and you want to publish your app to the ``https://github.com/clamsproject`` organization, ``clams develop`` command will also create a GitHub Actions files to automatically build and push an app image to the organization's container registry. For the actions to work, you must use the name ``Containerfile`` instead of ``Dockerfile``.
-
-If you are not familiar with ``Containerfile`` or ``Dockerfile``, refer to the `official documentation <https://docs.docker.com/engine/reference/builder/>`_ to learn how to write one. To integrate to the CLAMS workflow engines, a containerized CLAMS app must automatically start itself as a webapp when instantiated as a container, and listen to ``5000`` port.
-
-We have a `public GitHub Container Repository <https://github.com/orgs/clamsproject/packages>`_, and publishing Debian-based base images to help developers write ``Containerfile`` and save build time to install common libraries. At the moment we have various basic images with Python 3.8, ``clams-python``, and commonly used video and audio processing libraries installed.
-
-Once you finished writing your ``Containerfile``, you can build and test the containerized app locally. If you are not familiar with building and running container images To build a Docker image, these documentation will be helpful. 
-
-* https://docs.docker.com/engine/reference/commandline/build/
-* https://docs.docker.com/engine/reference/run/
-* https://apps.clams.ai/clamsapp
-
-
-
-
-
-
-
diff --git a/docs/_sources/modules.rst.txt b/docs/_sources/modules.rst.txt
deleted file mode 100644
index 7897b4a..0000000
--- a/docs/_sources/modules.rst.txt
+++ /dev/null
@@ -1,11 +0,0 @@
-clams package
-=============
-API documentation
-
-.. toctree::
-   :maxdepth: 4
-
-   autodoc/clams.app
-   autodoc/clams.appmetadata
-   autodoc/clams.restify
-   autodoc/clams.mmif_utils
diff --git a/docs/_sources/runtime-params.rst.txt b/docs/_sources/runtime-params.rst.txt
deleted file mode 100644
index 1c29032..0000000
--- a/docs/_sources/runtime-params.rst.txt
+++ /dev/null
@@ -1,57 +0,0 @@
-.. _runtime-params:
-
-Runtime Configuration
-=====================
-
-As Python API
--------------
-
-Using keyword arguments in the :meth:`~clams.app.ClamsApp.annotate` method, you 
-can make your app configurable at the runtime. 
-
-For example, an app can be configured to use a different combination of optional 
-input annotation types, or to use a different unit for the output time-based 
-annotations. See an example below.
-
-.. code-block:: python
-
-  class NamedEntityRecognizerApp(ClamsApp):
-      def __init__(self)
-          super().__init__()
-          self.ner_model = self._load_model()
-
-      def annotate(self, input_mmif, **parameters)
-          ...  # preamble to "sign" the view and prepare a new view to use
-          labels_to_use = parameters.get('labels', ['PERSON', 'ORG', 'GPE'])
-          text = self.get_text(input_mmif)
-          ne = self.ner_model(text)
-          for ent in ne:
-              if ent.label_ in labels_to_use:
-                  self.add_annotation(input_mmif, ent.start_char, ent.end_char, ent.label_)
-          return input_mmif 
-          
-      ...
-
-When you use a configuration parameter in your app, you should also expose it 
-to the user via the app metadata. See :ref:`appmetadata` section for more details.
-
-As HTTP Server
---------------
-
-When running as a HTTP server, a CLAMS app should be stateless (or always set to 
-default states), and all the state should be "configured" by the client for each 
-request, via the runtime configuration parameters we described above if necessary.
-For HTTP interface, users can enter configuration values via 
-`query strings <https://en.wikipedia.org/wiki/Query_string>`_ as part of the 
-request URL. For example, if the user wants to use the above app as a server 
-with the `labels` parameter only set to ``PERSON`` and ``ORG``, then the user 
-can send a ``POST`` request to the server with the following URL:
-
-.. code-block:: bash
-
-  http://app-server:5000?labels=PERSON&labels=ORG
-
-Note that for this example to work, the parameter must be specified as 
-``multivalued=True`` in the app metadata, so that the SDK can collect multiple
-values for the same parameter name in a single python list and pass to the
-``annotate()`` method. Otherwise, only the *first* value will be passed. 
diff --git a/docs/_sources/tutorial.md.txt b/docs/_sources/tutorial.md.txt
deleted file mode 100644
index 1001fcf..0000000
--- a/docs/_sources/tutorial.md.txt
+++ /dev/null
@@ -1,375 +0,0 @@
-.. _tutorial:
-
-# Tutorial: Wrapping an NLP Application
-
-The following is a tutorial on how to wrap a simple NLP tool as a CLAMS application, using app template generated by `clams develop` command.
-Particularly, this article is focused on writing `_annotate()` method in a CLAMS app (`app.py`). 
-This may not make a lot of sense without glancing over recent [MMIF specifications](https://mmif.clams.ai/) and [CLAMS SDK overview](introduction.html).
-
-## The NLP tool
-
-We use an ultra simple tokenizer as `tokenizer.py` as the example NLP tool. All it does is define a tokenize function that uses a simple regular expression and returns a list of offset pairs.
-
-```bash
-$ cat tokenizer.py
-
-
-import re 
-
-__VERSION__ = 'v1'
-
-def tokenize(text):
-    return [tok.span() for tok in re.finditer("\w+", text)]
-
-```
-
-``` python
-$ python
->>> import tokenizer
->>> tokenizer.tokenize('Fido barks.')
-[(0, 4), (5, 10)]
-```
-
-## Wrapping the tokenizer
-
-First, it is recommended to use `clams develop` in the command line and follow the instructions there to generate the necessary skeleton templates for developing the app. 
-In the rest of this tutorial, we will use `TokenizerWrapper` as the class name 
-(To generate a starter code with that class name, you need to use `-n tokenizer-wrapper` flag).
-
-By convention, all the "app" code is in a script named `app.py` (this is not a strict requirement and you can give it another name). The `app.py` script in general does several things: 
-1. importing the necessary code (preamble)
-2. creating a subclass of `ClamsApp` that defines the metadata (`_appmetadata()`) and provides a method to run the wrapped tool (`_annotate()`)
-3. providing a way to run the code as a HTTP Flask server (`__main__` block). 
-
-The `clams develop` cookie cutter will generate the third part. Thus, the first and second parts of the code are explained here.
-
-
-### Imports
-
-Aside from a few standard modules we need the following imports:
-
-```python
-from clams import ClamsApp, Restifier
-from mmif import Mmif, View, Annotation, Document, AnnotationTypes, DocumentTypes
-
-# For an NLP tool we need to import the LAPPS vocabulary items
-from lapps.discriminators import Uri
-# --- came from the starter code
-
-import tokenizer  # THIS MEANS you put the `tokenizer.py` in the same directory with `app.py`
-```
-
-For non-NLP CLAMS applications we would also do  `from mmif.vocabulary import AnnotationTypes`, but this is not needed for NLP applications because they do not need the CLAMS vocabulary. What we do need to import are the URIs of all LAPPS annotation types and the NLP tool itself.
-
-> *Note* 
-> MMIF uses LAPPS vocabulary for linguistic annotation types. 
-
-Importing `lapps.discriminators.Uri` is for convenience since it gives us easy access to the URIs of annotation types and some of their attributes. The following code prints a list of available variables that point to URIs:
-
-``` python
->>> from lapps.discriminators import Uri
->>> attrs = [x for x in dir(Uri) if not x.startswith('__')]
->>> attrs = [a for a in attrs if not getattr(Uri, a).find('org/ns') > -1]
->>> print(' '.join(attrs))
-ANNOTATION CHUNK CONSTITUENT COREF DATE DEPENDENCY DEPENDENCY_STRUCTURE DOCUMENT GENERIC_RELATION LEMMA LOCATION LOOKUP MARKABLE MATCHES NCHUNK NE ORGANIZATION PARAGRAPH PERSON PHRASE_STRUCTURE POS RELATION SEMANTIC_ROLE SENTENCE TOKEN VCHUNK
->>> print(Uri.TOKEN)
-http://vocab.lappsgrid.org/Token
-```
-
-### The application class
-
-With the imports in place we define a subclass of `ClamsApp` which needs two methods:
-
-```python
-class TokenizerWrapper(ClamsApp):
-    def _appmetadata(self): pass
-    
-    def _annotate(self, mmif): pass
-```
-
-Here it is useful to introduce some background. The CLAMS HTTP API connects the GET and POST requests to the `appmetdata()`  and  `annotate()` methods on the app respectively, and those methods are both defined in `ClamsApp`. In essence, they are wrappers around  `_appmetadata()` and   `_annotate()` and provide some common functionality like making sure the output is serialized into a string.
-
-
-#### App Metadata
-
-The `_appmetadata()` method should return an `AppMetadata` object that defines the relevant metadata for the app: 
-
-(If you are using the app template, use `metadata.py` instead of `app.py` to define the metadata.)
-
-```python
-APP_LICENSE = 'Apache 2.0'
-TOKENIZER_LICENSE = 'Apache 2.0'
-TOKENIZER_VERSION = tokenizer.__VERSION__
-
-def _appmetadata(self):
-    metadata = AppMetadata(
-        identifier='tokenizer-wrapper',
-        name="Tokenizer Wrapper",
-        url='https://github.com/clamsproject/app-nlp-example',
-        description="Apply simple tokenization to all text documents in a MMIF file.",
-        app_license=APP_LICENSE,
-        analyzer_version=TOKENIZER_VERSION,
-        analyzer_license=TOKENIZER_LICENSE,
-    )
-    metadata.add_input(DocumentTypes.TextDocument)
-    metadata.add_output(Uri.TOKEN)
-    metadata.add_parameter('error', 'Throw error if set to True', 'boolean')
-    metadata.add_parameter('eol', 'Insert sentence boundaries', 'boolean')
-    return metadata
-```
-
-> **Warning**
-> When using the separately generated `metadata.py` created via `clams develop`, this method within `app.py` should be left empty with a `pass` statement as shown below:
-
-> ```python
-> def _appmetadata(self):
->     # When using the ``metadata.py`` leave this do-nothing "pass" method here. 
->         pass
-> ```
-
-> And the `appmetadata()` within `metadata.py` should be implemented instead. Follow the instructions in the template.
-
-As we see in the code above, the `AppMetadata` object is created with the following fields:
-identifier, name, url, description, app_license, analyzer_version, and analyzer_license. If you used `clams develop` to generate the app template, you'll also notice that some of these fields are already filled in for you based on the `-n` argument you provided.
-
-More interesting are the `add_input()`, `add_output()`, and `add_parameter()` parts. 
-The `add_input()` method is used to specify the input annotation type(s) that the app expects. Here, we specify that the app just expects text documents.
-The `add_output()` method is used to specify the output annotation type(s) that the app produces. 
-So our first CLAMS app will take text documents as input and produce token annotations as output. 
-Note that the I/O types must be specified using the URIs. We are using URIs defined in CLAMS and LAPPS vocabularies, but as long as the type is defined somewhere, any URI can be used.
-
-Finally, the `add_parameter()` method is used to specify the parameters that the app accepts. 
-For usage of these parameters, you'll find [Runtime Configuration](runtime-params) page helpful.
-Now, as a developer, you can specify the parameters that the app accepts, so the users can set these parameters when running the app, using `add_parameter()` method.
-Here, we are defining two parameters: `error` and `eol`, and in addition to the name of parameter, we also specify the description and the type of the parameter. With the desciption and the type, the parameters should be pretty self-explanatory to the user.
-One think to note in this code snippet is that both parameters don't have default values. 
-This means that if the user doesn't specify the value for these parameters at the runtime, the app will not run and throw an error.
-If you want to make a parameter "optional" by providing a default value, you can do so by adding a `default` argument to the `add_parameter()` method.
-
-> **Note**
-> Also refer to [CLAMS App Metadata](https://sdk.clams.ai/appmetadata.html) for more details regarding what fields need to be specified.
-
-#### `_annotate()`
-The `_annotate()` method should accept a MMIF file/string/object as its first parameter and always returns a `MMIF` object with an additional `view` containing annotation results. This is where the bulk of your logic will go. For a text processing app, it is mostly concerned with finding text documents, calling the code that runs over the text, creating new views and inserting the results. 
-
-In addition to the input MMIF, this method can accept any number of keyword arguments, which are the parameters set by the user/caller. Note that when this method is called inside the `annotate()` public method in the `ClamsApp` class (which is the usual case when running as a CLAMS app), the keyword arguments are automatically "refined" before being passed here. The refinement includes 
-
-1. inserting "default" values for parameters that are not set by the user
-2. checking that the values are of the correct type and value, based on the parameter specification in the app metadata
-
-```python
-def _annotate(self, mmif, **parameters):
-    # then, access the parameters: here to just print
-    # them and to willy-nilly throw an error if the caller wants that
-    for arg, val in parameters.items():
-        print(f"Parameter {arg}={val}")
-        # as we defined this `error` parameter in the app metadata
-        if arg == 'error' and val is True:
-            raise Exception(f"Exception - {parameters['error']}")
-    # Initialize the MMIF object from the string if needed
-    self.mmif = mmif if isinstance(mmif, Mmif) else Mmif(mmif)
-    # process the text documents in the documents list
-    for doc in self.mmif.get_documents_by_type(DocumentTypes.TextDocument):
-        # prepare a new _View_ object to store output annotations
-        new_view = self._new_view(doc.long_id, parameters)  # continue reading to see what `long_id` does
-        # _run_nlp_tool() is the method that does the actual work
-        self._run_nlp_tool(doc, new_view)
-    # return the MMIF object
-    return self.mmif
-```
-
-For language processing applications, one task is to retrieve all text documents from both the documents list and the views. Annotations generated by the NLP tool need to be anchored to the text documents, which in the case of text documents in the documents list is done by using the text document identifier, but for text documents in views we also need the view identifier. A view may have many text documents and typically all annotations created will be put in one view.
-
-For each text document from the document list, there is one invocation of `_new_view()` which gets handed a document identifier, so it can be put in the view metadata. And for each view with text documents there is also one invocation of `_new_view()`, but no document identifier is handed in so the identifier will not be put into the view metadata.
-
-The method  `_run_nlp_tool()` is responsible for running the NLP tool and adding annotations to the new view. The third argument allows us to anchor annotations created by the tool by handing over the document identifier, possibly prefixed by the view the document lives in.
-
-One thing about `_annotate()` as it is defined above is that it will most likely be the same for each NLP application, all the application specific details are in the code that creates new views and the code that adds annotations.
-
-##### Creating a new view:
-
-```python
-def _new_view(self, docid, runtime_config):
-    view = self.mmif.new_view()
-    view.metadata.app = self.metadata.identifier
-    # first thing you need to do after creating a new view is "sign" the view
-    # the sign_view() method will record the app's identifier and the timestamp
-    # as well as the user parameter inputs. This is important for reproducibility.
-    self.sign_view(view, runtime_config)
-    # then record what annotations you want to create in this view
-    view.new_contain(Uri.TOKEN, document=docid)
-    return view
-```
-
-This is the simplest NLP view possible since there is only one annotation type, and it has no metadata properties beyond the `document` property. Other applications may have more annotation types, which results in repeated invocations of `new_contain()`, and may define other metadata properties for those types.
-
-##### Adding annotations:
-
-```python
-def _run_nlp_tool(self, doc, new_view):
-    """
-    Run the NLP tool over the document and add annotations to the view, using the
-    full document identifier (which may include a view identifier) for the document
-    property.
-    """
-    text = doc.text_value
-    tokens = tokenizer.tokenize(text)
-    for p1, p2 in tokens:
-        a = new_view.new_annotation(Uri.TOKEN)
-        # `long_id` will give you the annotation object's ID, prefixed by its parents view's ID (if it has one)
-        # so that when the targeting document is in a different view, we can still have back references
-        a.add_property('document', doc.long_id)
-        a.add_property('start', p1)
-        a.add_property('end', p2)
-        a.add_property('word', text[p1:p2])
-        # see what properties are required / available in the LAPPS vocabulary https://vocab.lappsgrid.org/Token
-```
-
-First, with `text_value` we get the text from the text document, either from its `location` property or from its `text` property. Second, we apply the tokenizer to the text. And third, we loop over the token offsets in the tokenizer result and create annotations of type `Uri.TOKEN` with an identifier that is automatically generated by the SDK. All that is needed for adding an annotation is the `new_annotation()` method on the view object and the `add_property()` method on the annotation object.
-
-## Containerization with Docker
-
-Apps within CLAMS typically run as Flask servers in Docker containers, and after an app is tested as a local Flask application, it should be containerized. In fact, in some cases we don't even bother running a local Flask server and move straight to the container set up.
-
-Three configuration files for building a container image should be automatically generated through the `clams develop` command:
-
-| file             | description                                                  |
-| ---------------- | :----------------------------------------------------------- |
-| Containerfile    | Describes how to create a container image for this application. |
-| .dockerignore    | Specifies which files are not needed for running this application. |
-| requirements.txt | File with all Python modules that need to be installed.      |
-
-Here is the minimal Containerfile included with this example:
-
-```dockerfile
-# make sure to use a specific version number here
-FROM ghcr.io/clamsproject/clams-python:x.y.z
-COPY ./ /app
-WORKDIR ./app
-
-CMD ["python3", "app.py", "--production"]
-```
-
-This starts from the base CLAMS image which is created from an official Python image (Debian-based) with the clams-python package and the code it depends on added. The Containerfile only needs to be edited if additional installations are required to run the NLP tool. In that case the Containerfile will have a few more lines:
-
-```dockerfile
-FROM ghcr.io/clamsproject/clams-python:x.y.z
-RUN apt install -y <system-packages> 
-WORKDIR ./app
-COPY ./requirements.txt .
-RUN pip3 install --no-cache-dir -r requirements.txt  # no-cache-dir will save some space and reduce final image size
-COPY ./ ./
-CMD ["python3", "app.py"]
-```
-
-> **Note**
-> `Containerfile` in the app starter template has more pre-configuration lines. 
-
-With this Containerfile you typically only need to make changes to the requirements file for additional python installs.
-
-This repository also includes a `.dockerignore` file. Editing it is optional, but with large repositories with lots of documentation and images you may want to add some file paths just to keep the image as small as possible.
-
-Use one of the following commands to build the image, the first one builds an image with a production server using Gunicorn, the second one builds a development server using Flask.
-
-```bash
-$ docker build -t clams-nlp-example:0.0.1 -f Containerfile .
-```
-
-The `-t` option lets you pick a name and a tag for the image. You can use another name if you like. You do not have to add a tag and you could just use `-t nlp-clams-example`, but it is usually a good idea to use the version name as the tag.
-The `-f` option lets you specify a different Containerfile. If you do not specify a file then `docker` will look for a file called `Dockerfile` in the current directory (Note that in this tutorial we're using `Containerfile` as the name, not `Dockerfile`).
-
-> **Note**
-> For full details on the `docker build` command see the [docker-build documentation](https://docs.docker.com/reference/cli/docker/image/build/).
-
-To test the Flask app in the container from your local machine do
-
-```bash
-$ docker run --name clams-nlp-example --rm -d -p 4000:5000 clams-nlp-example:0.0.1
-```
-
-There are a lot going on in this command, so let's break it down:
-`--name clams-nlp-example`: This is the name of the container. You can use any name you like, but it has to be unique. You will need this name to stop the container later if you run it with `-d` (see below).
-`--rm`: This option tells Docker to remove the container when it is stopped.
-`-d`: This option tells Docker to run the container in the background. If you leave this option out you will see the output of the container in your terminal.
-`-p 5000:5000`: This option tells Docker to map port 5000  on the container to port 4000 on your local machine. This is the port that the Flask server is running on in the container.
-`clams-nlp-example:0.0.1`: This is the name and tag of the image that you want to run in a container. 
-
-> **Note**
-> For full details on the `docker run` command see the [docker-run documentation](https://docs.docker.com/reference/cli/docker/run/).
-
-Now you can call the server with curl command from your terminal, but first you need an input MMIF file. 
-
-``` json 
-{
-  "metadata": {
-    "mmif": "http://mmif.clams.ai/0.4.0"
-  },
-  "documents": [
-    {
-      "@type": "http://mmif.clams.ai/0.4.0/vocabulary/TextDocument",
-      "properties": {
-        "id": "m2",
-	"text": {
-	  "@value": "Hello, this is Jim Lehrer with the NewsHour on PBS. In the nineteen eighties, barking dogs have increasingly become a problem in urban areas."
-	}
-      }
-    }
-  ],
-  "views": []
-}
-```
-
-Save this as `example.mmif` and run the following curl command:
-
-```bash
-$ curl http://localhost:5000/
-$ curl -X POST -d@example.mmif http://localhost:5000/
-```
-
-### Using the `document.location` property
-
-Typically `TextDocument` in a MMIF use the location property to point to a text file. This will not work with the setup laid out above because that's dependent on having a local path on your machine and the container has no access to that path. What you need to do is to make sure that the container can see the data on your local machine and you can use the `-v` option for that:
-
-```bash
-$ docker run --name clams-nlp-example --rm -d -p 5000:5000 -v $PWD/input/data:/data clams-nlp-example:0.0.1
-```
-
-We now have specified that the `/data ` directory on the container is a mount of the `./input/data` directory in the "host" machine. Given that `./input/data` contains a `example.txt` text file, now you need to make sure that the input MMIF file uses the path on the container:
-
-```json
-{
-  "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
-  "properties": {
-    "id": "m1",
-    "mime": "text/plain",
-    "location": "file:///data/text/example.txt"
-  }
-}
-```
-To generate a MMIF file like this, you can use `clams source` command from your shell.
-
-```bash
-$ clams source --prefix /data/input text:example.txt
-{
-  "metadata": {
-    "mmif": "http://mmif.clams.ai/1.0.0"
-  },
-  "documents": [
-    {
-      "@type": "http://mmif.clams.ai/vocabulary/TextDocument/v1",
-      "properties": {
-        "mime": "text",
-        "id": "d1",
-        "location": "file:///data/input/example.txt"
-      }
-    }
-  ],
-  "views": []
-}
-```
-
-And now you can use curl again
-
-```bash
-$ curl -X POST -d@input/example-3.mmif http://0.0.0.0:5000/
-```
diff --git a/docs/_static/_sphinx_javascript_frameworks_compat.js b/docs/_static/_sphinx_javascript_frameworks_compat.js
deleted file mode 100644
index 8141580..0000000
--- a/docs/_static/_sphinx_javascript_frameworks_compat.js
+++ /dev/null
@@ -1,123 +0,0 @@
-/* Compatability shim for jQuery and underscores.js.
- *
- * Copyright Sphinx contributors
- * Released under the two clause BSD licence
- */
-
-/**
- * small helper function to urldecode strings
- *
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Reference/Global_Objects/decodeURIComponent#Decoding_query_parameters_from_a_URL
- */
-jQuery.urldecode = function(x) {
-    if (!x) {
-        return x
-    }
-    return decodeURIComponent(x.replace(/\+/g, ' '));
-};
-
-/**
- * small helper function to urlencode strings
- */
-jQuery.urlencode = encodeURIComponent;
-
-/**
- * This function returns the parsed url parameters of the
- * current request. Multiple values per key are supported,
- * it will always return arrays of strings for the value parts.
- */
-jQuery.getQueryParameters = function(s) {
-    if (typeof s === 'undefined')
-        s = document.location.search;
-    var parts = s.substr(s.indexOf('?') + 1).split('&');
-    var result = {};
-    for (var i = 0; i < parts.length; i++) {
-        var tmp = parts[i].split('=', 2);
-        var key = jQuery.urldecode(tmp[0]);
-        var value = jQuery.urldecode(tmp[1]);
-        if (key in result)
-            result[key].push(value);
-        else
-            result[key] = [value];
-    }
-    return result;
-};
-
-/**
- * highlight a given string on a jquery object by wrapping it in
- * span elements with the given class name.
- */
-jQuery.fn.highlightText = function(text, className) {
-    function highlight(node, addItems) {
-        if (node.nodeType === 3) {
-            var val = node.nodeValue;
-            var pos = val.toLowerCase().indexOf(text);
-            if (pos >= 0 &&
-                !jQuery(node.parentNode).hasClass(className) &&
-                !jQuery(node.parentNode).hasClass("nohighlight")) {
-                var span;
-                var isInSVG = jQuery(node).closest("body, svg, foreignObject").is("svg");
-                if (isInSVG) {
-                    span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
-                } else {
-                    span = document.createElement("span");
-                    span.className = className;
-                }
-                span.appendChild(document.createTextNode(val.substr(pos, text.length)));
-                node.parentNode.insertBefore(span, node.parentNode.insertBefore(
-                    document.createTextNode(val.substr(pos + text.length)),
-                    node.nextSibling));
-                node.nodeValue = val.substr(0, pos);
-                if (isInSVG) {
-                    var rect = document.createElementNS("http://www.w3.org/2000/svg", "rect");
-                    var bbox = node.parentElement.getBBox();
-                    rect.x.baseVal.value = bbox.x;
-                    rect.y.baseVal.value = bbox.y;
-                    rect.width.baseVal.value = bbox.width;
-                    rect.height.baseVal.value = bbox.height;
-                    rect.setAttribute('class', className);
-                    addItems.push({
-                        "parent": node.parentNode,
-                        "target": rect});
-                }
-            }
-        }
-        else if (!jQuery(node).is("button, select, textarea")) {
-            jQuery.each(node.childNodes, function() {
-                highlight(this, addItems);
-            });
-        }
-    }
-    var addItems = [];
-    var result = this.each(function() {
-        highlight(this, addItems);
-    });
-    for (var i = 0; i < addItems.length; ++i) {
-        jQuery(addItems[i].parent).before(addItems[i].target);
-    }
-    return result;
-};
-
-/*
- * backward compatibility for jQuery.browser
- * This will be supported until firefox bug is fixed.
- */
-if (!jQuery.browser) {
-    jQuery.uaMatch = function(ua) {
-        ua = ua.toLowerCase();
-
-        var match = /(chrome)[ \/]([\w.]+)/.exec(ua) ||
-            /(webkit)[ \/]([\w.]+)/.exec(ua) ||
-            /(opera)(?:.*version|)[ \/]([\w.]+)/.exec(ua) ||
-            /(msie) ([\w.]+)/.exec(ua) ||
-            ua.indexOf("compatible") < 0 && /(mozilla)(?:.*? rv:([\w.]+)|)/.exec(ua) ||
-            [];
-
-        return {
-            browser: match[ 1 ] || "",
-            version: match[ 2 ] || "0"
-        };
-    };
-    jQuery.browser = {};
-    jQuery.browser[jQuery.uaMatch(navigator.userAgent).browser] = true;
-}
diff --git a/docs/_static/basic.css b/docs/_static/basic.css
deleted file mode 100644
index 7ebbd6d..0000000
--- a/docs/_static/basic.css
+++ /dev/null
@@ -1,914 +0,0 @@
-/*
- * Sphinx stylesheet -- basic theme.
- */
-
-/* -- main layout ----------------------------------------------------------- */
-
-div.clearer {
-    clear: both;
-}
-
-div.section::after {
-    display: block;
-    content: '';
-    clear: left;
-}
-
-/* -- relbar ---------------------------------------------------------------- */
-
-div.related {
-    width: 100%;
-    font-size: 90%;
-}
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-div.related h3 {
-    display: none;
-}
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-div.related ul {
-    margin: 0;
-    padding: 0 0 0 10px;
-    list-style: none;
-}
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-div.related li {
-    display: inline;
-}
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-div.related li.right {
-    float: right;
-    margin-right: 5px;
-}
-
-/* -- sidebar --------------------------------------------------------------- */
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-div.sphinxsidebarwrapper {
-    padding: 10px 5px 0 10px;
-}
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-div.sphinxsidebar {
-    float: left;
-    width: 230px;
-    margin-left: -100%;
-    font-size: 90%;
-    word-wrap: break-word;
-    overflow-wrap : break-word;
-}
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-div.sphinxsidebar ul {
-    list-style: none;
-}
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-div.sphinxsidebar ul ul,
-div.sphinxsidebar ul.want-points {
-    margin-left: 20px;
-    list-style: square;
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-div.sphinxsidebar ul ul {
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-    margin-bottom: 0;
-}
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-div.sphinxsidebar form {
-    margin-top: 10px;
-}
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-div.sphinxsidebar input {
-    border: 1px solid #98dbcc;
-    font-family: sans-serif;
-    font-size: 1em;
-}
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-div.sphinxsidebar #searchbox form.search {
-    overflow: hidden;
-}
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-div.sphinxsidebar #searchbox input[type="text"] {
-    float: left;
-    width: 80%;
-    padding: 0.25em;
-    box-sizing: border-box;
-}
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-    float: left;
-    width: 20%;
-    border-left: none;
-    padding: 0.25em;
-    box-sizing: border-box;
-}
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-
-img {
-    border: 0;
-    max-width: 100%;
-}
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-/* -- search page ----------------------------------------------------------- */
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-ul.search {
-    margin-top: 10px;
-}
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-ul.search li {
-    padding: 5px 0;
-}
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-ul.search li a {
-    font-weight: bold;
-}
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-ul.search li p.context {
-    color: #888;
-    margin: 2px 0 0 30px;
-    text-align: left;
-}
-
-ul.keywordmatches li.goodmatch a {
-    font-weight: bold;
-}
-
-/* -- index page ------------------------------------------------------------ */
-
-table.contentstable {
-    width: 90%;
-    margin-left: auto;
-    margin-right: auto;
-}
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-table.contentstable p.biglink {
-    line-height: 150%;
-}
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-    font-size: 1.3em;
-}
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-span.linkdescr {
-    font-style: italic;
-    padding-top: 5px;
-    font-size: 90%;
-}
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-/* -- general index --------------------------------------------------------- */
-
-table.indextable {
-    width: 100%;
-}
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-table.indextable td {
-    text-align: left;
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-table.indextable tr.pcap {
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-table.indextable tr.cap {
-    margin-top: 10px;
-    background-color: #f2f2f2;
-}
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-img.toggler {
-    margin-right: 3px;
-    margin-top: 3px;
-    cursor: pointer;
-}
-
-div.modindex-jumpbox {
-    border-top: 1px solid #ddd;
-    border-bottom: 1px solid #ddd;
-    margin: 1em 0 1em 0;
-    padding: 0.4em;
-}
-
-div.genindex-jumpbox {
-    border-top: 1px solid #ddd;
-    border-bottom: 1px solid #ddd;
-    margin: 1em 0 1em 0;
-    padding: 0.4em;
-}
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-/* -- domain module index --------------------------------------------------- */
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-    padding: 2px;
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-    max-width: 800px;
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-div.body p, div.body dd, div.body li, div.body blockquote {
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-    border: 1px solid #ddb;
-    padding: 7px;
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-    float: right;
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-p.sidebar-title {
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-nav.contents,
-aside.topic,
-div.admonition, div.topic, blockquote {
-    clear: left;
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-/* -- topics ---------------------------------------------------------------- */
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-nav.contents,
-aside.topic,
-div.topic {
-    border: 1px solid #ccc;
-    padding: 7px;
-    margin: 10px 0 10px 0;
-}
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-p.topic-title {
-    font-size: 1.1em;
-    font-weight: bold;
-    margin-top: 10px;
-}
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-/* -- admonitions ----------------------------------------------------------- */
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-div.admonition {
-    margin-top: 10px;
-    margin-bottom: 10px;
-    padding: 7px;
-}
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-div.admonition dt {
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-}
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-p.admonition-title {
-    margin: 0px 10px 5px 0px;
-    font-weight: bold;
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-div.body p.centered {
-    text-align: center;
-    margin-top: 25px;
-}
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-/* -- content of sidebars/topics/admonitions -------------------------------- */
-
-div.sidebar > :last-child,
-aside.sidebar > :last-child,
-nav.contents > :last-child,
-aside.topic > :last-child,
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-div.admonition > :last-child {
-    margin-bottom: 0;
-}
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-div.sidebar::after,
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-div.topic::after,
-div.admonition::after,
-blockquote::after {
-    display: block;
-    content: '';
-    clear: both;
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-
-/* -- tables ---------------------------------------------------------------- */
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-table.docutils {
-    margin-top: 10px;
-    margin-bottom: 10px;
-    border: 0;
-    border-collapse: collapse;
-}
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-table.align-center {
-    margin-left: auto;
-    margin-right: auto;
-}
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-table.align-default {
-    margin-left: auto;
-    margin-right: auto;
-}
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-table caption span.caption-number {
-    font-style: italic;
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-table caption span.caption-text {
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-.field-list p {
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diff --git a/docs/_static/doctools.js b/docs/_static/doctools.js
deleted file mode 100644
index 0398ebb..0000000
--- a/docs/_static/doctools.js
+++ /dev/null
@@ -1,149 +0,0 @@
-/*
- * Base JavaScript utilities for all Sphinx HTML documentation.
- */
-"use strict";
-
-const BLACKLISTED_KEY_CONTROL_ELEMENTS = new Set([
-  "TEXTAREA",
-  "INPUT",
-  "SELECT",
-  "BUTTON",
-]);
-
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-    callback();
-  } else {
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-  }
-};
-
-/**
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- */
-const Documentation = {
-  init: () => {
-    Documentation.initDomainIndexTable();
-    Documentation.initOnKeyListeners();
-  },
-
-  /**
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-   */
-  TRANSLATIONS: {},
-  PLURAL_EXPR: (n) => (n === 1 ? 0 : 1),
-  LOCALE: "unknown",
-
-  // gettext and ngettext don't access this so that the functions
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-  gettext: (string) => {
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-    switch (typeof translated) {
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-      case "string":
-        return translated; // translation exists
-      default:
-        return translated[0]; // (singular, plural) translation tuple exists
-    }
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-
-  ngettext: (singular, plural, n) => {
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-    return n === 1 ? singular : plural;
-  },
-
-  addTranslations: (catalog) => {
-    Object.assign(Documentation.TRANSLATIONS, catalog.messages);
-    Documentation.PLURAL_EXPR = new Function(
-      "n",
-      `return (${catalog.plural_expr})`
-    );
-    Documentation.LOCALE = catalog.locale;
-  },
-
-  /**
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-   */
-  focusSearchBar: () => {
-    document.querySelectorAll("input[name=q]")[0]?.focus();
-  },
-
-  /**
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-
-  initOnKeyListeners: () => {
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-
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-            break;
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-
-            const nextLink = document.querySelector('link[rel="next"]');
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-            break;
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-
-      // some keyboard layouts may need Shift to get /
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-          event.preventDefault();
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-
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diff --git a/docs/_static/documentation_options.js b/docs/_static/documentation_options.js
deleted file mode 100644
index 7e4c114..0000000
--- a/docs/_static/documentation_options.js
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@@ -1,13 +0,0 @@
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diff --git a/docs/_static/jquery.js b/docs/_static/jquery.js
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index c4c6022..0000000
--- a/docs/_static/jquery.js
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n=i+o,r}),window.cancelAnimationFrame||(window.cancelAnimationFrame=function(n){clearTimeout(n)})}()}).call(window)},function(n,e){n.exports=jQuery},function(n,e,t){}]);
\ No newline at end of file
diff --git a/docs/_static/js/versions.js b/docs/_static/js/versions.js
deleted file mode 100644
index 4958195..0000000
--- a/docs/_static/js/versions.js
+++ /dev/null
@@ -1,228 +0,0 @@
-const themeFlyoutDisplay = "hidden";
-const themeVersionSelector = true;
-const themeLanguageSelector = true;
-
-if (themeFlyoutDisplay === "attached") {
-  function renderLanguages(config) {
-    if (!config.projects.translations.length) {
-      return "";
-    }
-
-    // Insert the current language to the options on the selector
-    let languages = config.projects.translations.concat(config.projects.current);
-    languages = languages.sort((a, b) => a.language.name.localeCompare(b.language.name));
-
-    const languagesHTML = `
-      <dl>
-        <dt>Languages</dt>
-        ${languages
-          .map(
-            (translation) => `
-        <dd ${translation.slug == config.projects.current.slug ? 'class="rtd-current-item"' : ""}>
-          <a href="${translation.urls.documentation}">${translation.language.code}</a>
-        </dd>
-        `,
-          )
-          .join("\n")}
-      </dl>
-    `;
-    return languagesHTML;
-  }
-
-  function renderVersions(config) {
-    if (!config.versions.active.length) {
-      return "";
-    }
-    const versionsHTML = `
-      <dl>
-        <dt>Versions</dt>
-        ${config.versions.active
-          .map(
-            (version) => `
-        <dd ${version.slug === config.versions.current.slug ? 'class="rtd-current-item"' : ""}>
-          <a href="${version.urls.documentation}">${version.slug}</a>
-        </dd>
-        `,
-          )
-          .join("\n")}
-      </dl>
-    `;
-    return versionsHTML;
-  }
-
-  function renderDownloads(config) {
-    if (!Object.keys(config.versions.current.downloads).length) {
-      return "";
-    }
-    const downloadsNameDisplay = {
-      pdf: "PDF",
-      epub: "Epub",
-      htmlzip: "HTML",
-    };
-
-    const downloadsHTML = `
-      <dl>
-        <dt>Downloads</dt>
-        ${Object.entries(config.versions.current.downloads)
-          .map(
-            ([name, url]) => `
-          <dd>
-            <a href="${url}">${downloadsNameDisplay[name]}</a>
-          </dd>
-        `,
-          )
-          .join("\n")}
-      </dl>
-    `;
-    return downloadsHTML;
-  }
-
-  document.addEventListener("readthedocs-addons-data-ready", function (event) {
-    const config = event.detail.data();
-
-    const flyout = `
-      <div class="rst-versions" data-toggle="rst-versions" role="note">
-        <span class="rst-current-version" data-toggle="rst-current-version">
-          <span class="fa fa-book"> Read the Docs</span>
-          v: ${config.versions.current.slug}
-          <span class="fa fa-caret-down"></span>
-        </span>
-        <div class="rst-other-versions">
-          <div class="injected">
-            ${renderLanguages(config)}
-            ${renderVersions(config)}
-            ${renderDownloads(config)}
-            <dl>
-              <dt>On Read the Docs</dt>
-              <dd>
-                <a href="${config.projects.current.urls.home}">Project Home</a>
-              </dd>
-              <dd>
-                <a href="${config.projects.current.urls.builds}">Builds</a>
-              </dd>
-              <dd>
-                <a href="${config.projects.current.urls.downloads}">Downloads</a>
-              </dd>
-            </dl>
-            <dl>
-              <dt>Search</dt>
-              <dd>
-                <form id="flyout-search-form">
-                  <input
-                    class="wy-form"
-                    type="text"
-                    name="q"
-                    aria-label="Search docs"
-                    placeholder="Search docs"
-                    />
-                </form>
-              </dd>
-            </dl>
-            <hr />
-            <small>
-              <span>Hosted by <a href="https://about.readthedocs.org/?utm_source=&utm_content=flyout">Read the Docs</a></span>
-            </small>
-          </div>
-        </div>
-    `;
-
-    // Inject the generated flyout into the body HTML element.
-    document.body.insertAdjacentHTML("beforeend", flyout);
-
-    // Trigger the Read the Docs Addons Search modal when clicking on the "Search docs" input from inside the flyout.
-    document
-      .querySelector("#flyout-search-form")
-      .addEventListener("focusin", () => {
-        const event = new CustomEvent("readthedocs-search-show");
-        document.dispatchEvent(event);
-      });
-  })
-}
-
-if (themeLanguageSelector || themeVersionSelector) {
-  function onSelectorSwitch(event) {
-    const option = event.target.selectedIndex;
-    const item = event.target.options[option];
-    window.location.href = item.dataset.url;
-  }
-
-  document.addEventListener("readthedocs-addons-data-ready", function (event) {
-    const config = event.detail.data();
-
-    const versionSwitch = document.querySelector(
-      "div.switch-menus > div.version-switch",
-    );
-    if (themeVersionSelector) {
-      let versions = config.versions.active;
-      if (config.versions.current.hidden || config.versions.current.type === "external") {
-        versions.unshift(config.versions.current);
-      }
-      const versionSelect = `
-    <select>
-      ${versions
-        .map(
-          (version) => `
-        <option
-  value="${version.slug}"
-  ${config.versions.current.slug === version.slug ? 'selected="selected"' : ""}
-              data-url="${version.urls.documentation}">
-              ${version.slug}
-          </option>`,
-        )
-        .join("\n")}
-    </select>
-  `;
-
-      versionSwitch.innerHTML = versionSelect;
-      versionSwitch.firstElementChild.addEventListener("change", onSelectorSwitch);
-    }
-
-    const languageSwitch = document.querySelector(
-      "div.switch-menus > div.language-switch",
-    );
-
-    if (themeLanguageSelector) {
-      if (config.projects.translations.length) {
-        // Add the current language to the options on the selector
-        let languages = config.projects.translations.concat(
-          config.projects.current,
-        );
-        languages = languages.sort((a, b) =>
-          a.language.name.localeCompare(b.language.name),
-        );
-
-        const languageSelect = `
-      <select>
-        ${languages
-          .map(
-            (language) => `
-              <option
-                  value="${language.language.code}"
-                  ${config.projects.current.slug === language.slug ? 'selected="selected"' : ""}
-                  data-url="${language.urls.documentation}">
-                  ${language.language.name}
-              </option>`,
-          )
-          .join("\n")}
-       </select>
-    `;
-
-        languageSwitch.innerHTML = languageSelect;
-        languageSwitch.firstElementChild.addEventListener("change", onSelectorSwitch);
-      }
-      else {
-        languageSwitch.remove();
-      }
-    }
-  });
-}
-
-document.addEventListener("readthedocs-addons-data-ready", function (event) {
-  // Trigger the Read the Docs Addons Search modal when clicking on "Search docs" input from the topnav.
-  document
-    .querySelector("[role='search'] input")
-    .addEventListener("focusin", () => {
-      const event = new CustomEvent("readthedocs-search-show");
-      document.dispatchEvent(event);
-    });
-});
\ No newline at end of file
diff --git a/docs/_static/language_data.js b/docs/_static/language_data.js
deleted file mode 100644
index c7fe6c6..0000000
--- a/docs/_static/language_data.js
+++ /dev/null
@@ -1,192 +0,0 @@
-/*
- * This script contains the language-specific data used by searchtools.js,
- * namely the list of stopwords, stemmer, scorer and splitter.
- */
-
-var stopwords = ["a", "and", "are", "as", "at", "be", "but", "by", "for", "if", "in", "into", "is", "it", "near", "no", "not", "of", "on", "or", "such", "that", "the", "their", "then", "there", "these", "they", "this", "to", "was", "will", "with"];
-
-
-/* Non-minified version is copied as a separate JS file, if available */
-
-/**
- * Porter Stemmer
- */
-var Stemmer = function() {
-
-  var step2list = {
-    ational: 'ate',
-    tional: 'tion',
-    enci: 'ence',
-    anci: 'ance',
-    izer: 'ize',
-    bli: 'ble',
-    alli: 'al',
-    entli: 'ent',
-    eli: 'e',
-    ousli: 'ous',
-    ization: 'ize',
-    ation: 'ate',
-    ator: 'ate',
-    alism: 'al',
-    iveness: 'ive',
-    fulness: 'ful',
-    ousness: 'ous',
-    aliti: 'al',
-    iviti: 'ive',
-    biliti: 'ble',
-    logi: 'log'
-  };
-
-  var step3list = {
-    icate: 'ic',
-    ative: '',
-    alize: 'al',
-    iciti: 'ic',
-    ical: 'ic',
-    ful: '',
-    ness: ''
-  };
-
-  var c = "[^aeiou]";          // consonant
-  var v = "[aeiouy]";          // vowel
-  var C = c + "[^aeiouy]*";    // consonant sequence
-  var V = v + "[aeiou]*";      // vowel sequence
-
-  var mgr0 = "^(" + C + ")?" + V + C;                      // [C]VC... is m>0
-  var meq1 = "^(" + C + ")?" + V + C + "(" + V + ")?$";    // [C]VC[V] is m=1
-  var mgr1 = "^(" + C + ")?" + V + C + V + C;              // [C]VCVC... is m>1
-  var s_v   = "^(" + C + ")?" + v;                         // vowel in stem
-
-  this.stemWord = function (w) {
-    var stem;
-    var suffix;
-    var firstch;
-    var origword = w;
-
-    if (w.length < 3)
-      return w;
-
-    var re;
-    var re2;
-    var re3;
-    var re4;
-
-    firstch = w.substr(0,1);
-    if (firstch == "y")
-      w = firstch.toUpperCase() + w.substr(1);
-
-    // Step 1a
-    re = /^(.+?)(ss|i)es$/;
-    re2 = /^(.+?)([^s])s$/;
-
-    if (re.test(w))
-      w = w.replace(re,"$1$2");
-    else if (re2.test(w))
-      w = w.replace(re2,"$1$2");
-
-    // Step 1b
-    re = /^(.+?)eed$/;
-    re2 = /^(.+?)(ed|ing)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      re = new RegExp(mgr0);
-      if (re.test(fp[1])) {
-        re = /.$/;
-        w = w.replace(re,"");
-      }
-    }
-    else if (re2.test(w)) {
-      var fp = re2.exec(w);
-      stem = fp[1];
-      re2 = new RegExp(s_v);
-      if (re2.test(stem)) {
-        w = stem;
-        re2 = /(at|bl|iz)$/;
-        re3 = new RegExp("([^aeiouylsz])\\1$");
-        re4 = new RegExp("^" + C + v + "[^aeiouwxy]$");
-        if (re2.test(w))
-          w = w + "e";
-        else if (re3.test(w)) {
-          re = /.$/;
-          w = w.replace(re,"");
-        }
-        else if (re4.test(w))
-          w = w + "e";
-      }
-    }
-
-    // Step 1c
-    re = /^(.+?)y$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(s_v);
-      if (re.test(stem))
-        w = stem + "i";
-    }
-
-    // Step 2
-    re = /^(.+?)(ational|tional|enci|anci|izer|bli|alli|entli|eli|ousli|ization|ation|ator|alism|iveness|fulness|ousness|aliti|iviti|biliti|logi)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      suffix = fp[2];
-      re = new RegExp(mgr0);
-      if (re.test(stem))
-        w = stem + step2list[suffix];
-    }
-
-    // Step 3
-    re = /^(.+?)(icate|ative|alize|iciti|ical|ful|ness)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      suffix = fp[2];
-      re = new RegExp(mgr0);
-      if (re.test(stem))
-        w = stem + step3list[suffix];
-    }
-
-    // Step 4
-    re = /^(.+?)(al|ance|ence|er|ic|able|ible|ant|ement|ment|ent|ou|ism|ate|iti|ous|ive|ize)$/;
-    re2 = /^(.+?)(s|t)(ion)$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(mgr1);
-      if (re.test(stem))
-        w = stem;
-    }
-    else if (re2.test(w)) {
-      var fp = re2.exec(w);
-      stem = fp[1] + fp[2];
-      re2 = new RegExp(mgr1);
-      if (re2.test(stem))
-        w = stem;
-    }
-
-    // Step 5
-    re = /^(.+?)e$/;
-    if (re.test(w)) {
-      var fp = re.exec(w);
-      stem = fp[1];
-      re = new RegExp(mgr1);
-      re2 = new RegExp(meq1);
-      re3 = new RegExp("^" + C + v + "[^aeiouwxy]$");
-      if (re.test(stem) || (re2.test(stem) && !(re3.test(stem))))
-        w = stem;
-    }
-    re = /ll$/;
-    re2 = new RegExp(mgr1);
-    if (re.test(w) && re2.test(w)) {
-      re = /.$/;
-      w = w.replace(re,"");
-    }
-
-    // and turn initial Y back to y
-    if (firstch == "y")
-      w = firstch.toLowerCase() + w.substr(1);
-    return w;
-  }
-}
-
diff --git a/docs/_static/minus.png b/docs/_static/minus.png
deleted file mode 100644
index d96755fdaf8bb2214971e0db9c1fd3077d7c419d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 90
zcmeAS@N?(olHy`uVBq!ia0vp^+#t*WBp7;*Yy1LIik>cxAr*|t7R?Mi>2?kWtu=nj
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diff --git a/docs/_static/plus.png b/docs/_static/plus.png
deleted file mode 100644
index 7107cec93a979b9a5f64843235a16651d563ce2d..0000000000000000000000000000000000000000
GIT binary patch
literal 0
HcmV?d00001

literal 90
zcmeAS@N?(olHy`uVBq!ia0vp^+#t*WBp7;*Yy1LIik>cxAr*|t7R?Mi>2?kWtu>-2
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diff --git a/docs/_static/pygments.css b/docs/_static/pygments.css
deleted file mode 100644
index 6f8b210..0000000
--- a/docs/_static/pygments.css
+++ /dev/null
@@ -1,75 +0,0 @@
-pre { line-height: 125%; }
-td.linenos .normal { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
-span.linenos { color: inherit; background-color: transparent; padding-left: 5px; padding-right: 5px; }
-td.linenos .special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-span.linenos.special { color: #000000; background-color: #ffffc0; padding-left: 5px; padding-right: 5px; }
-.highlight .hll { background-color: #ffffcc }
-.highlight { background: #f8f8f8; }
-.highlight .c { color: #3D7B7B; font-style: italic } /* Comment */
-.highlight .err { border: 1px solid #F00 } /* Error */
-.highlight .k { color: #008000; font-weight: bold } /* Keyword */
-.highlight .o { color: #666 } /* Operator */
-.highlight .ch { color: #3D7B7B; font-style: italic } /* Comment.Hashbang */
-.highlight .cm { color: #3D7B7B; font-style: italic } /* Comment.Multiline */
-.highlight .cp { color: #9C6500 } /* Comment.Preproc */
-.highlight .cpf { color: #3D7B7B; font-style: italic } /* Comment.PreprocFile */
-.highlight .c1 { color: #3D7B7B; font-style: italic } /* Comment.Single */
-.highlight .cs { color: #3D7B7B; font-style: italic } /* Comment.Special */
-.highlight .gd { color: #A00000 } /* Generic.Deleted */
-.highlight .ge { font-style: italic } /* Generic.Emph */
-.highlight .ges { font-weight: bold; font-style: italic } /* Generic.EmphStrong */
-.highlight .gr { color: #E40000 } /* Generic.Error */
-.highlight .gh { color: #000080; font-weight: bold } /* Generic.Heading */
-.highlight .gi { color: #008400 } /* Generic.Inserted */
-.highlight .go { color: #717171 } /* Generic.Output */
-.highlight .gp { color: #000080; font-weight: bold } /* Generic.Prompt */
-.highlight .gs { font-weight: bold } /* Generic.Strong */
-.highlight .gu { color: #800080; font-weight: bold } /* Generic.Subheading */
-.highlight .gt { color: #04D } /* Generic.Traceback */
-.highlight .kc { color: #008000; font-weight: bold } /* Keyword.Constant */
-.highlight .kd { color: #008000; font-weight: bold } /* Keyword.Declaration */
-.highlight .kn { color: #008000; font-weight: bold } /* Keyword.Namespace */
-.highlight .kp { color: #008000 } /* Keyword.Pseudo */
-.highlight .kr { color: #008000; font-weight: bold } /* Keyword.Reserved */
-.highlight .kt { color: #B00040 } /* Keyword.Type */
-.highlight .m { color: #666 } /* Literal.Number */
-.highlight .s { color: #BA2121 } /* Literal.String */
-.highlight .na { color: #687822 } /* Name.Attribute */
-.highlight .nb { color: #008000 } /* Name.Builtin */
-.highlight .nc { color: #00F; font-weight: bold } /* Name.Class */
-.highlight .no { color: #800 } /* Name.Constant */
-.highlight .nd { color: #A2F } /* Name.Decorator */
-.highlight .ni { color: #717171; font-weight: bold } /* Name.Entity */
-.highlight .ne { color: #CB3F38; font-weight: bold } /* Name.Exception */
-.highlight .nf { color: #00F } /* Name.Function */
-.highlight .nl { color: #767600 } /* Name.Label */
-.highlight .nn { color: #00F; font-weight: bold } /* Name.Namespace */
-.highlight .nt { color: #008000; font-weight: bold } /* Name.Tag */
-.highlight .nv { color: #19177C } /* Name.Variable */
-.highlight .ow { color: #A2F; font-weight: bold } /* Operator.Word */
-.highlight .w { color: #BBB } /* Text.Whitespace */
-.highlight .mb { color: #666 } /* Literal.Number.Bin */
-.highlight .mf { color: #666 } /* Literal.Number.Float */
-.highlight .mh { color: #666 } /* Literal.Number.Hex */
-.highlight .mi { color: #666 } /* Literal.Number.Integer */
-.highlight .mo { color: #666 } /* Literal.Number.Oct */
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-.highlight .sb { color: #BA2121 } /* Literal.String.Backtick */
-.highlight .sc { color: #BA2121 } /* Literal.String.Char */
-.highlight .dl { color: #BA2121 } /* Literal.String.Delimiter */
-.highlight .sd { color: #BA2121; font-style: italic } /* Literal.String.Doc */
-.highlight .s2 { color: #BA2121 } /* Literal.String.Double */
-.highlight .se { color: #AA5D1F; font-weight: bold } /* Literal.String.Escape */
-.highlight .sh { color: #BA2121 } /* Literal.String.Heredoc */
-.highlight .si { color: #A45A77; font-weight: bold } /* Literal.String.Interpol */
-.highlight .sx { color: #008000 } /* Literal.String.Other */
-.highlight .sr { color: #A45A77 } /* Literal.String.Regex */
-.highlight .s1 { color: #BA2121 } /* Literal.String.Single */
-.highlight .ss { color: #19177C } /* Literal.String.Symbol */
-.highlight .bp { color: #008000 } /* Name.Builtin.Pseudo */
-.highlight .fm { color: #00F } /* Name.Function.Magic */
-.highlight .vc { color: #19177C } /* Name.Variable.Class */
-.highlight .vg { color: #19177C } /* Name.Variable.Global */
-.highlight .vi { color: #19177C } /* Name.Variable.Instance */
-.highlight .vm { color: #19177C } /* Name.Variable.Magic */
-.highlight .il { color: #666 } /* Literal.Number.Integer.Long */
\ No newline at end of file
diff --git a/docs/_static/searchtools.js b/docs/_static/searchtools.js
deleted file mode 100644
index 2c774d1..0000000
--- a/docs/_static/searchtools.js
+++ /dev/null
@@ -1,632 +0,0 @@
-/*
- * Sphinx JavaScript utilities for the full-text search.
- */
-"use strict";
-
-/**
- * Simple result scoring code.
- */
-if (typeof Scorer === "undefined") {
-  var Scorer = {
-    // Implement the following function to further tweak the score for each result
-    // The function takes a result array [docname, title, anchor, descr, score, filename]
-    // and returns the new score.
-    /*
-    score: result => {
-      const [docname, title, anchor, descr, score, filename, kind] = result
-      return score
-    },
-    */
-
-    // query matches the full name of an object
-    objNameMatch: 11,
-    // or matches in the last dotted part of the object name
-    objPartialMatch: 6,
-    // Additive scores depending on the priority of the object
-    objPrio: {
-      0: 15, // used to be importantResults
-      1: 5, // used to be objectResults
-      2: -5, // used to be unimportantResults
-    },
-    //  Used when the priority is not in the mapping.
-    objPrioDefault: 0,
-
-    // query found in title
-    title: 15,
-    partialTitle: 7,
-    // query found in terms
-    term: 5,
-    partialTerm: 2,
-  };
-}
-
-// Global search result kind enum, used by themes to style search results.
-class SearchResultKind {
-    static get index() { return  "index"; }
-    static get object() { return "object"; }
-    static get text() { return "text"; }
-    static get title() { return "title"; }
-}
-
-const _removeChildren = (element) => {
-  while (element && element.lastChild) element.removeChild(element.lastChild);
-};
-
-/**
- * See https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
- */
-const _escapeRegExp = (string) =>
-  string.replace(/[.*+\-?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
-
-const _displayItem = (item, searchTerms, highlightTerms) => {
-  const docBuilder = DOCUMENTATION_OPTIONS.BUILDER;
-  const docFileSuffix = DOCUMENTATION_OPTIONS.FILE_SUFFIX;
-  const docLinkSuffix = DOCUMENTATION_OPTIONS.LINK_SUFFIX;
-  const showSearchSummary = DOCUMENTATION_OPTIONS.SHOW_SEARCH_SUMMARY;
-  const contentRoot = document.documentElement.dataset.content_root;
-
-  const [docName, title, anchor, descr, score, _filename, kind] = item;
-
-  let listItem = document.createElement("li");
-  // Add a class representing the item's type:
-  // can be used by a theme's CSS selector for styling
-  // See SearchResultKind for the class names.
-  listItem.classList.add(`kind-${kind}`);
-  let requestUrl;
-  let linkUrl;
-  if (docBuilder === "dirhtml") {
-    // dirhtml builder
-    let dirname = docName + "/";
-    if (dirname.match(/\/index\/$/))
-      dirname = dirname.substring(0, dirname.length - 6);
-    else if (dirname === "index/") dirname = "";
-    requestUrl = contentRoot + dirname;
-    linkUrl = requestUrl;
-  } else {
-    // normal html builders
-    requestUrl = contentRoot + docName + docFileSuffix;
-    linkUrl = docName + docLinkSuffix;
-  }
-  let linkEl = listItem.appendChild(document.createElement("a"));
-  linkEl.href = linkUrl + anchor;
-  linkEl.dataset.score = score;
-  linkEl.innerHTML = title;
-  if (descr) {
-    listItem.appendChild(document.createElement("span")).innerHTML =
-      " (" + descr + ")";
-    // highlight search terms in the description
-    if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-      highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
-  }
-  else if (showSearchSummary)
-    fetch(requestUrl)
-      .then((responseData) => responseData.text())
-      .then((data) => {
-        if (data)
-          listItem.appendChild(
-            Search.makeSearchSummary(data, searchTerms, anchor)
-          );
-        // highlight search terms in the summary
-        if (SPHINX_HIGHLIGHT_ENABLED)  // set in sphinx_highlight.js
-          highlightTerms.forEach((term) => _highlightText(listItem, term, "highlighted"));
-      });
-  Search.output.appendChild(listItem);
-};
-const _finishSearch = (resultCount) => {
-  Search.stopPulse();
-  Search.title.innerText = _("Search Results");
-  if (!resultCount)
-    Search.status.innerText = Documentation.gettext(
-      "Your search did not match any documents. Please make sure that all words are spelled correctly and that you've selected enough categories."
-    );
-  else
-    Search.status.innerText = Documentation.ngettext(
-      "Search finished, found one page matching the search query.",
-      "Search finished, found ${resultCount} pages matching the search query.",
-      resultCount,
-    ).replace('${resultCount}', resultCount);
-};
-const _displayNextItem = (
-  results,
-  resultCount,
-  searchTerms,
-  highlightTerms,
-) => {
-  // results left, load the summary and display it
-  // this is intended to be dynamic (don't sub resultsCount)
-  if (results.length) {
-    _displayItem(results.pop(), searchTerms, highlightTerms);
-    setTimeout(
-      () => _displayNextItem(results, resultCount, searchTerms, highlightTerms),
-      5
-    );
-  }
-  // search finished, update title and status message
-  else _finishSearch(resultCount);
-};
-// Helper function used by query() to order search results.
-// Each input is an array of [docname, title, anchor, descr, score, filename, kind].
-// Order the results by score (in opposite order of appearance, since the
-// `_displayNextItem` function uses pop() to retrieve items) and then alphabetically.
-const _orderResultsByScoreThenName = (a, b) => {
-  const leftScore = a[4];
-  const rightScore = b[4];
-  if (leftScore === rightScore) {
-    // same score: sort alphabetically
-    const leftTitle = a[1].toLowerCase();
-    const rightTitle = b[1].toLowerCase();
-    if (leftTitle === rightTitle) return 0;
-    return leftTitle > rightTitle ? -1 : 1; // inverted is intentional
-  }
-  return leftScore > rightScore ? 1 : -1;
-};
-
-/**
- * Default splitQuery function. Can be overridden in ``sphinx.search`` with a
- * custom function per language.
- *
- * The regular expression works by splitting the string on consecutive characters
- * that are not Unicode letters, numbers, underscores, or emoji characters.
- * This is the same as ``\W+`` in Python, preserving the surrogate pair area.
- */
-if (typeof splitQuery === "undefined") {
-  var splitQuery = (query) => query
-      .split(/[^\p{Letter}\p{Number}_\p{Emoji_Presentation}]+/gu)
-      .filter(term => term)  // remove remaining empty strings
-}
-
-/**
- * Search Module
- */
-const Search = {
-  _index: null,
-  _queued_query: null,
-  _pulse_status: -1,
-
-  htmlToText: (htmlString, anchor) => {
-    const htmlElement = new DOMParser().parseFromString(htmlString, 'text/html');
-    for (const removalQuery of [".headerlink", "script", "style"]) {
-      htmlElement.querySelectorAll(removalQuery).forEach((el) => { el.remove() });
-    }
-    if (anchor) {
-      const anchorContent = htmlElement.querySelector(`[role="main"] ${anchor}`);
-      if (anchorContent) return anchorContent.textContent;
-
-      console.warn(
-        `Anchored content block not found. Sphinx search tries to obtain it via DOM query '[role=main] ${anchor}'. Check your theme or template.`
-      );
-    }
-
-    // if anchor not specified or not found, fall back to main content
-    const docContent = htmlElement.querySelector('[role="main"]');
-    if (docContent) return docContent.textContent;
-
-    console.warn(
-      "Content block not found. Sphinx search tries to obtain it via DOM query '[role=main]'. Check your theme or template."
-    );
-    return "";
-  },
-
-  init: () => {
-    const query = new URLSearchParams(window.location.search).get("q");
-    document
-      .querySelectorAll('input[name="q"]')
-      .forEach((el) => (el.value = query));
-    if (query) Search.performSearch(query);
-  },
-
-  loadIndex: (url) =>
-    (document.body.appendChild(document.createElement("script")).src = url),
-
-  setIndex: (index) => {
-    Search._index = index;
-    if (Search._queued_query !== null) {
-      const query = Search._queued_query;
-      Search._queued_query = null;
-      Search.query(query);
-    }
-  },
-
-  hasIndex: () => Search._index !== null,
-
-  deferQuery: (query) => (Search._queued_query = query),
-
-  stopPulse: () => (Search._pulse_status = -1),
-
-  startPulse: () => {
-    if (Search._pulse_status >= 0) return;
-
-    const pulse = () => {
-      Search._pulse_status = (Search._pulse_status + 1) % 4;
-      Search.dots.innerText = ".".repeat(Search._pulse_status);
-      if (Search._pulse_status >= 0) window.setTimeout(pulse, 500);
-    };
-    pulse();
-  },
-
-  /**
-   * perform a search for something (or wait until index is loaded)
-   */
-  performSearch: (query) => {
-    // create the required interface elements
-    const searchText = document.createElement("h2");
-    searchText.textContent = _("Searching");
-    const searchSummary = document.createElement("p");
-    searchSummary.classList.add("search-summary");
-    searchSummary.innerText = "";
-    const searchList = document.createElement("ul");
-    searchList.setAttribute("role", "list");
-    searchList.classList.add("search");
-
-    const out = document.getElementById("search-results");
-    Search.title = out.appendChild(searchText);
-    Search.dots = Search.title.appendChild(document.createElement("span"));
-    Search.status = out.appendChild(searchSummary);
-    Search.output = out.appendChild(searchList);
-
-    const searchProgress = document.getElementById("search-progress");
-    // Some themes don't use the search progress node
-    if (searchProgress) {
-      searchProgress.innerText = _("Preparing search...");
-    }
-    Search.startPulse();
-
-    // index already loaded, the browser was quick!
-    if (Search.hasIndex()) Search.query(query);
-    else Search.deferQuery(query);
-  },
-
-  _parseQuery: (query) => {
-    // stem the search terms and add them to the correct list
-    const stemmer = new Stemmer();
-    const searchTerms = new Set();
-    const excludedTerms = new Set();
-    const highlightTerms = new Set();
-    const objectTerms = new Set(splitQuery(query.toLowerCase().trim()));
-    splitQuery(query.trim()).forEach((queryTerm) => {
-      const queryTermLower = queryTerm.toLowerCase();
-
-      // maybe skip this "word"
-      // stopwords array is from language_data.js
-      if (
-        stopwords.indexOf(queryTermLower) !== -1 ||
-        queryTerm.match(/^\d+$/)
-      )
-        return;
-
-      // stem the word
-      let word = stemmer.stemWord(queryTermLower);
-      // select the correct list
-      if (word[0] === "-") excludedTerms.add(word.substr(1));
-      else {
-        searchTerms.add(word);
-        highlightTerms.add(queryTermLower);
-      }
-    });
-
-    if (SPHINX_HIGHLIGHT_ENABLED) {  // set in sphinx_highlight.js
-      localStorage.setItem("sphinx_highlight_terms", [...highlightTerms].join(" "))
-    }
-
-    // console.debug("SEARCH: searching for:");
-    // console.info("required: ", [...searchTerms]);
-    // console.info("excluded: ", [...excludedTerms]);
-
-    return [query, searchTerms, excludedTerms, highlightTerms, objectTerms];
-  },
-
-  /**
-   * execute search (requires search index to be loaded)
-   */
-  _performSearch: (query, searchTerms, excludedTerms, highlightTerms, objectTerms) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-    const allTitles = Search._index.alltitles;
-    const indexEntries = Search._index.indexentries;
-
-    // Collect multiple result groups to be sorted separately and then ordered.
-    // Each is an array of [docname, title, anchor, descr, score, filename, kind].
-    const normalResults = [];
-    const nonMainIndexResults = [];
-
-    _removeChildren(document.getElementById("search-progress"));
-
-    const queryLower = query.toLowerCase().trim();
-    for (const [title, foundTitles] of Object.entries(allTitles)) {
-      if (title.toLowerCase().trim().includes(queryLower) && (queryLower.length >= title.length/2)) {
-        for (const [file, id] of foundTitles) {
-          const score = Math.round(Scorer.title * queryLower.length / title.length);
-          const boost = titles[file] === title ? 1 : 0;  // add a boost for document titles
-          normalResults.push([
-            docNames[file],
-            titles[file] !== title ? `${titles[file]} > ${title}` : title,
-            id !== null ? "#" + id : "",
-            null,
-            score + boost,
-            filenames[file],
-            SearchResultKind.title,
-          ]);
-        }
-      }
-    }
-
-    // search for explicit entries in index directives
-    for (const [entry, foundEntries] of Object.entries(indexEntries)) {
-      if (entry.includes(queryLower) && (queryLower.length >= entry.length/2)) {
-        for (const [file, id, isMain] of foundEntries) {
-          const score = Math.round(100 * queryLower.length / entry.length);
-          const result = [
-            docNames[file],
-            titles[file],
-            id ? "#" + id : "",
-            null,
-            score,
-            filenames[file],
-            SearchResultKind.index,
-          ];
-          if (isMain) {
-            normalResults.push(result);
-          } else {
-            nonMainIndexResults.push(result);
-          }
-        }
-      }
-    }
-
-    // lookup as object
-    objectTerms.forEach((term) =>
-      normalResults.push(...Search.performObjectSearch(term, objectTerms))
-    );
-
-    // lookup as search terms in fulltext
-    normalResults.push(...Search.performTermsSearch(searchTerms, excludedTerms));
-
-    // let the scorer override scores with a custom scoring function
-    if (Scorer.score) {
-      normalResults.forEach((item) => (item[4] = Scorer.score(item)));
-      nonMainIndexResults.forEach((item) => (item[4] = Scorer.score(item)));
-    }
-
-    // Sort each group of results by score and then alphabetically by name.
-    normalResults.sort(_orderResultsByScoreThenName);
-    nonMainIndexResults.sort(_orderResultsByScoreThenName);
-
-    // Combine the result groups in (reverse) order.
-    // Non-main index entries are typically arbitrary cross-references,
-    // so display them after other results.
-    let results = [...nonMainIndexResults, ...normalResults];
-
-    // remove duplicate search results
-    // note the reversing of results, so that in the case of duplicates, the highest-scoring entry is kept
-    let seen = new Set();
-    results = results.reverse().reduce((acc, result) => {
-      let resultStr = result.slice(0, 4).concat([result[5]]).map(v => String(v)).join(',');
-      if (!seen.has(resultStr)) {
-        acc.push(result);
-        seen.add(resultStr);
-      }
-      return acc;
-    }, []);
-
-    return results.reverse();
-  },
-
-  query: (query) => {
-    const [searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms] = Search._parseQuery(query);
-    const results = Search._performSearch(searchQuery, searchTerms, excludedTerms, highlightTerms, objectTerms);
-
-    // for debugging
-    //Search.lastresults = results.slice();  // a copy
-    // console.info("search results:", Search.lastresults);
-
-    // print the results
-    _displayNextItem(results, results.length, searchTerms, highlightTerms);
-  },
-
-  /**
-   * search for object names
-   */
-  performObjectSearch: (object, objectTerms) => {
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const objects = Search._index.objects;
-    const objNames = Search._index.objnames;
-    const titles = Search._index.titles;
-
-    const results = [];
-
-    const objectSearchCallback = (prefix, match) => {
-      const name = match[4]
-      const fullname = (prefix ? prefix + "." : "") + name;
-      const fullnameLower = fullname.toLowerCase();
-      if (fullnameLower.indexOf(object) < 0) return;
-
-      let score = 0;
-      const parts = fullnameLower.split(".");
-
-      // check for different match types: exact matches of full name or
-      // "last name" (i.e. last dotted part)
-      if (fullnameLower === object || parts.slice(-1)[0] === object)
-        score += Scorer.objNameMatch;
-      else if (parts.slice(-1)[0].indexOf(object) > -1)
-        score += Scorer.objPartialMatch; // matches in last name
-
-      const objName = objNames[match[1]][2];
-      const title = titles[match[0]];
-
-      // If more than one term searched for, we require other words to be
-      // found in the name/title/description
-      const otherTerms = new Set(objectTerms);
-      otherTerms.delete(object);
-      if (otherTerms.size > 0) {
-        const haystack = `${prefix} ${name} ${objName} ${title}`.toLowerCase();
-        if (
-          [...otherTerms].some((otherTerm) => haystack.indexOf(otherTerm) < 0)
-        )
-          return;
-      }
-
-      let anchor = match[3];
-      if (anchor === "") anchor = fullname;
-      else if (anchor === "-") anchor = objNames[match[1]][1] + "-" + fullname;
-
-      const descr = objName + _(", in ") + title;
-
-      // add custom score for some objects according to scorer
-      if (Scorer.objPrio.hasOwnProperty(match[2]))
-        score += Scorer.objPrio[match[2]];
-      else score += Scorer.objPrioDefault;
-
-      results.push([
-        docNames[match[0]],
-        fullname,
-        "#" + anchor,
-        descr,
-        score,
-        filenames[match[0]],
-        SearchResultKind.object,
-      ]);
-    };
-    Object.keys(objects).forEach((prefix) =>
-      objects[prefix].forEach((array) =>
-        objectSearchCallback(prefix, array)
-      )
-    );
-    return results;
-  },
-
-  /**
-   * search for full-text terms in the index
-   */
-  performTermsSearch: (searchTerms, excludedTerms) => {
-    // prepare search
-    const terms = Search._index.terms;
-    const titleTerms = Search._index.titleterms;
-    const filenames = Search._index.filenames;
-    const docNames = Search._index.docnames;
-    const titles = Search._index.titles;
-
-    const scoreMap = new Map();
-    const fileMap = new Map();
-
-    // perform the search on the required terms
-    searchTerms.forEach((word) => {
-      const files = [];
-      const arr = [
-        { files: terms[word], score: Scorer.term },
-        { files: titleTerms[word], score: Scorer.title },
-      ];
-      // add support for partial matches
-      if (word.length > 2) {
-        const escapedWord = _escapeRegExp(word);
-        if (!terms.hasOwnProperty(word)) {
-          Object.keys(terms).forEach((term) => {
-            if (term.match(escapedWord))
-              arr.push({ files: terms[term], score: Scorer.partialTerm });
-          });
-        }
-        if (!titleTerms.hasOwnProperty(word)) {
-          Object.keys(titleTerms).forEach((term) => {
-            if (term.match(escapedWord))
-              arr.push({ files: titleTerms[term], score: Scorer.partialTitle });
-          });
-        }
-      }
-
-      // no match but word was a required one
-      if (arr.every((record) => record.files === undefined)) return;
-
-      // found search word in contents
-      arr.forEach((record) => {
-        if (record.files === undefined) return;
-
-        let recordFiles = record.files;
-        if (recordFiles.length === undefined) recordFiles = [recordFiles];
-        files.push(...recordFiles);
-
-        // set score for the word in each file
-        recordFiles.forEach((file) => {
-          if (!scoreMap.has(file)) scoreMap.set(file, {});
-          scoreMap.get(file)[word] = record.score;
-        });
-      });
-
-      // create the mapping
-      files.forEach((file) => {
-        if (!fileMap.has(file)) fileMap.set(file, [word]);
-        else if (fileMap.get(file).indexOf(word) === -1) fileMap.get(file).push(word);
-      });
-    });
-
-    // now check if the files don't contain excluded terms
-    const results = [];
-    for (const [file, wordList] of fileMap) {
-      // check if all requirements are matched
-
-      // as search terms with length < 3 are discarded
-      const filteredTermCount = [...searchTerms].filter(
-        (term) => term.length > 2
-      ).length;
-      if (
-        wordList.length !== searchTerms.size &&
-        wordList.length !== filteredTermCount
-      )
-        continue;
-
-      // ensure that none of the excluded terms is in the search result
-      if (
-        [...excludedTerms].some(
-          (term) =>
-            terms[term] === file ||
-            titleTerms[term] === file ||
-            (terms[term] || []).includes(file) ||
-            (titleTerms[term] || []).includes(file)
-        )
-      )
-        break;
-
-      // select one (max) score for the file.
-      const score = Math.max(...wordList.map((w) => scoreMap.get(file)[w]));
-      // add result to the result list
-      results.push([
-        docNames[file],
-        titles[file],
-        "",
-        null,
-        score,
-        filenames[file],
-        SearchResultKind.text,
-      ]);
-    }
-    return results;
-  },
-
-  /**
-   * helper function to return a node containing the
-   * search summary for a given text. keywords is a list
-   * of stemmed words.
-   */
-  makeSearchSummary: (htmlText, keywords, anchor) => {
-    const text = Search.htmlToText(htmlText, anchor);
-    if (text === "") return null;
-
-    const textLower = text.toLowerCase();
-    const actualStartPosition = [...keywords]
-      .map((k) => textLower.indexOf(k.toLowerCase()))
-      .filter((i) => i > -1)
-      .slice(-1)[0];
-    const startWithContext = Math.max(actualStartPosition - 120, 0);
-
-    const top = startWithContext === 0 ? "" : "...";
-    const tail = startWithContext + 240 < text.length ? "..." : "";
-
-    let summary = document.createElement("p");
-    summary.classList.add("context");
-    summary.textContent = top + text.substr(startWithContext, 240).trim() + tail;
-
-    return summary;
-  },
-};
-
-_ready(Search.init);
diff --git a/docs/_static/sphinx_highlight.js b/docs/_static/sphinx_highlight.js
deleted file mode 100644
index 8a96c69..0000000
--- a/docs/_static/sphinx_highlight.js
+++ /dev/null
@@ -1,154 +0,0 @@
-/* Highlighting utilities for Sphinx HTML documentation. */
-"use strict";
-
-const SPHINX_HIGHLIGHT_ENABLED = true
-
-/**
- * highlight a given string on a node by wrapping it in
- * span elements with the given class name.
- */
-const _highlight = (node, addItems, text, className) => {
-  if (node.nodeType === Node.TEXT_NODE) {
-    const val = node.nodeValue;
-    const parent = node.parentNode;
-    const pos = val.toLowerCase().indexOf(text);
-    if (
-      pos >= 0 &&
-      !parent.classList.contains(className) &&
-      !parent.classList.contains("nohighlight")
-    ) {
-      let span;
-
-      const closestNode = parent.closest("body, svg, foreignObject");
-      const isInSVG = closestNode && closestNode.matches("svg");
-      if (isInSVG) {
-        span = document.createElementNS("http://www.w3.org/2000/svg", "tspan");
-      } else {
-        span = document.createElement("span");
-        span.classList.add(className);
-      }
-
-      span.appendChild(document.createTextNode(val.substr(pos, text.length)));
-      const rest = document.createTextNode(val.substr(pos + text.length));
-      parent.insertBefore(
-        span,
-        parent.insertBefore(
-          rest,
-          node.nextSibling
-        )
-      );
-      node.nodeValue = val.substr(0, pos);
-      /* There may be more occurrences of search term in this node. So call this
-       * function recursively on the remaining fragment.
-       */
-      _highlight(rest, addItems, text, className);
-
-      if (isInSVG) {
-        const rect = document.createElementNS(
-          "http://www.w3.org/2000/svg",
-          "rect"
-        );
-        const bbox = parent.getBBox();
-        rect.x.baseVal.value = bbox.x;
-        rect.y.baseVal.value = bbox.y;
-        rect.width.baseVal.value = bbox.width;
-        rect.height.baseVal.value = bbox.height;
-        rect.setAttribute("class", className);
-        addItems.push({ parent: parent, target: rect });
-      }
-    }
-  } else if (node.matches && !node.matches("button, select, textarea")) {
-    node.childNodes.forEach((el) => _highlight(el, addItems, text, className));
-  }
-};
-const _highlightText = (thisNode, text, className) => {
-  let addItems = [];
-  _highlight(thisNode, addItems, text, className);
-  addItems.forEach((obj) =>
-    obj.parent.insertAdjacentElement("beforebegin", obj.target)
-  );
-};
-
-/**
- * Small JavaScript module for the documentation.
- */
-const SphinxHighlight = {
-
-  /**
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diff --git a/docs/appdirectory.html b/docs/appdirectory.html
deleted file mode 100644
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--- a/docs/appdirectory.html
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-<p>CLAMS App Directory is a public registry for free and open CLAMS apps, available at <a class="reference external" href="http://apps.clams.ai">http://apps.clams.ai</a> .</p>
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-<li class="toctree-l1 current"><a class="current reference internal" href="#">CLAMS App Metadata</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#overview">Overview</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#format">Format</a></li>
-<li class="toctree-l3"><a class="reference internal" href="#input-output-type-specification">Input/Output type specification</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#annotation-types-in-mmif">Annotation types in MMIF</a></li>
-<li class="toctree-l4"><a class="reference internal" href="#syntax-for-i-o-specification-in-app-metadata">Syntax for I/O specification in App Metadata</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#runtime-parameter-specification">Runtime parameter specification</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#syntax-for-parameter-specification-in-app-metadata">Syntax for parameter specification in App Metadata</a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#metadata-schema">Metadata Schema</a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams-appmetadata">CLAMS AppMetadata</a></li>
-</ul>
-</li>
-</ul>
-</li>
-</ul>
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-<li class="toctree-l1"><a class="reference internal" href="appdirectory.html">CLAMS App Directory</a></li>
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-             
-  <section id="clams-app-metadata">
-<span id="appmetadata"></span><h1>CLAMS App Metadata<a class="headerlink" href="#clams-app-metadata" title="Link to this heading"></a></h1>
-<section id="overview">
-<h2>Overview<a class="headerlink" href="#overview" title="Link to this heading"></a></h2>
-<p>Every CLAMS app must provide information about the app itself. We call this set of information <strong>App Metadata</strong>.</p>
-<section id="format">
-<h3>Format<a class="headerlink" href="#format" title="Link to this heading"></a></h3>
-<p>A CLAMS App Metadata should be able to be serialized into a JSON string.</p>
-</section>
-<section id="input-output-type-specification">
-<h3>Input/Output type specification<a class="headerlink" href="#input-output-type-specification" title="Link to this heading"></a></h3>
-<p>Essentially, all CLAMS apps are designed to take one MMIF file as input and produce another MMIF file as output. In this
-section, we will discuss how to specify, in the App Metadata, the <em>semantics</em> of the input and output MMIF files, and
-how that information should be formatted in terms of the App Metadata syntax, concretely by using <code class="docutils literal notranslate"><span class="pre">input</span></code> and
-<code class="docutils literal notranslate"><span class="pre">output</span></code> lists and type vocabularies where <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> are defined.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>CLAMS App Metadata is encoded in JSON format, but is not part of MMIF specification.
-Full json schema for app metadata is available in the below section.
-When an app is published to the CLAMS app directory, the app metadata will be rendered as a HTML page, with some
-additional information about submission. Visit the <a class="reference external" href="https://apps.clams.ai">CLAMS app directory</a> to see how the app
-metadata is rendered.</p>
-</div>
-<section id="annotation-types-in-mmif">
-<h4>Annotation types in MMIF<a class="headerlink" href="#annotation-types-in-mmif" title="Link to this heading"></a></h4>
-<p>As described in the <a class="reference external" href="https://mmif.clams.ai">MMIF documentation</a>, MMIF files can contain annotations of various types.
-Currently, CLAMS team is using the following vocabularies with pre-defined annotation types:</p>
-<ul class="simple">
-<li><p><a class="reference external" href="https://mmif.clams.ai/|specver|/vocabulary">CLAMS vocabulary</a></p></li>
-<li><p><a class="reference external" href="http://vocab.lappsgrid.org">LAPPS types</a></p></li>
-</ul>
-<p>Each annotation object type in the vocabularies has a unique URI that is used as the value of the <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> field.
-However, more important part of the type definition in the context of CLAMS app development is the <code class="docutils literal notranslate"><span class="pre">metadata</span></code> and
-<code class="docutils literal notranslate"><span class="pre">properties</span></code> fields. These fields provide additional information about the annotation type. Semantically, there is
-no differences between a metadata field and a property field. The difference is in the intended use of the field.
-a <code class="docutils literal notranslate"><span class="pre">metadata</span></code> field is used to provide common information about a group of annotation objects of the same type, while
-a <code class="docutils literal notranslate"><span class="pre">properties</span></code> field is used to provide information about the individual annotation instance. In practice, metadata
-fields are placed in the view metadata (<code class="docutils literal notranslate"><span class="pre">view[].metatadata.contains</span></code>) and properties fields are placed in the
-annotation object itself. Because of this lack of distinction in the semantics, we will use the term “type property” to
-refer to both metadata and properties in the context of annotation type (I/O) specifications in the app metadata.</p>
-<p>Type definitions in the vocabularies are intentionally kept minimal and underspecified. This is because the definitions
-are meant to be extended by an app developers. For example, the LAPPS vocabulary defines a type called <code class="docutils literal notranslate"><span class="pre">Token</span></code>,
-primarily to represent a token in a natural language text. However, the usage of the type can be extended to represent
-a sub-word token used in a machine learning model, or a minimal unit of a sign language video. If the app developer
-needs to add additional information to the type definition, they can do so by adding arbitrary properties to the type
-definition in action. In such a case, the app developer is expected to provide the explanation of the extended type in
-the app metadata. See below for the syntax of I/O specification in the app metadata.</p>
-</section>
-<section id="syntax-for-i-o-specification-in-app-metadata">
-<h4>Syntax for I/O specification in App Metadata<a class="headerlink" href="#syntax-for-i-o-specification-in-app-metadata" title="Link to this heading"></a></h4>
-<p>In the App Metadata, the input and output types are specified as lists of objects. Each object in the list should have
-the following fields:</p>
-<ul class="simple">
-<li><p><code class="docutils literal notranslate"><span class="pre">&#64;type</span></code>: The URI of the annotation type. This field is required.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">description</span></code>: A human-readable description of the annotation type. This field is optional.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">properties</span></code>: A key-value pairs of type properties. This field is optional.</p></li>
-<li><p><code class="docutils literal notranslate"><span class="pre">required</span></code>: A boolean value indicating whether the annotation type is required as input. This field is optional and
-defaults to <code class="docutils literal notranslate"><span class="pre">true</span></code>. Not applicable for output types.</p></li>
-</ul>
-<section id="simple-case-using-types-as-defined-in-the-vocabularies">
-<h5>Simple case - using types as defined in the vocabularies<a class="headerlink" href="#simple-case-using-types-as-defined-in-the-vocabularies" title="Link to this heading"></a></h5>
-<p>In the simplest case, where a developer merely re-uses an annotation type definition and pre-defined properties, an
-input specification can be as simple as the following:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-  <span class="c1"># other app metadata fields,</span>
-  <span class="s2">&quot;input&quot;</span><span class="p">:</span>
-  <span class="p">[</span>
-    <span class="p">{</span>
-      <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;http://vocab.lappsgrid.org/Token&quot;</span><span class="p">,</span>
-      <span class="s2">&quot;properties&quot;</span><span class="p">:</span> <span class="p">{</span>
-        <span class="s2">&quot;posTagSet&quot;</span><span class="p">:</span> <span class="s2">&quot;https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html&quot;</span>
-      <span class="p">}</span>
-    <span class="p">}</span>
-  <span class="p">],</span>
-  <span class="c1"># and more app metadata fields,</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>In the above example, the developer is declaring the app is expecting <code class="docutils literal notranslate"><span class="pre">Token</span></code> annotation objects, with a <code class="docutils literal notranslate"><span class="pre">posTagSet</span></code>
-property of which value is the URL of the Penn Treebank POS tag set, <em>verbatim</em>, in the input MMIF, and all other
-existing annotation types in the input MMIF will be ignored during processing. There are some <em>grammar</em> of how this
-<code class="docutils literal notranslate"><span class="pre">input</span></code> list can be written.</p>
-<ul class="simple">
-<li><p>The value of a property specification can be a verbatim string, or <code class="docutils literal notranslate"><span class="pre">&quot;*&quot;</span></code> to indicate that the property can have
-any value.</p></li>
-<li><p>If the app expects multiple types of annotations, the <code class="docutils literal notranslate"><span class="pre">input</span></code> field should contain multiple objects in the list.</p></li>
-<li><p>And if the app expects “one-of” specified types, one can specify the set of those types in a nested list. One nested
-list in the input specification means one <em>required</em> type.</p></li>
-<li><p>And finally, if an input type is optional (i.e., <code class="docutils literal notranslate"><span class="pre">required=false</span></code>), it indicates that the app can use extra
-information from the optional annotations. In such a case, it is recommended to provide a description of differences
-in the output MMIF when the extra information is available.</p></li>
-</ul>
-<p>For example, here is a more complex example of the simple case:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-  <span class="c1"># other app metadata fields,</span>
-  <span class="s2">&quot;input&quot;</span><span class="p">:</span>
-  <span class="p">[</span>
-    <span class="p">[</span>
-      <span class="p">{</span> <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/AudioDocument/v1/&quot;</span> <span class="p">},</span>
-      <span class="p">{</span> <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/VideoDocument/v1/&quot;</span> <span class="p">}</span>
-    <span class="p">],</span>
-    <span class="p">{</span>
-      <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/TimeFrame/v5&quot;</span><span class="p">,</span>
-      <span class="s2">&quot;properties&quot;</span><span class="p">:</span> <span class="p">{</span>
-        <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="s2">&quot;speech&quot;</span><span class="p">,</span>
-      <span class="p">}</span>
-      <span class="s2">&quot;required&quot;</span><span class="p">:</span> <span class="n">false</span>
-    <span class="p">},</span>
-  <span class="p">],</span>
-  <span class="c1"># and more app metadata fields,</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>This app is a speech-to-text (automatic speech recognition) app that can take either an audio document or a video
-document and transcribe the speech in the document. The app can also take a <code class="docutils literal notranslate"><span class="pre">TimeFrame</span></code> annotation objects with
-<code class="docutils literal notranslate"><span class="pre">label=&quot;speech&quot;</span></code> property. When speech time frames are available, app can perform transcription only on the speech
-segments, to save time and compute power.</p>
-<p>Another example with even more complex input specification:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-  <span class="c1"># other app metadata fields,</span>
-  <span class="s2">&quot;input&quot;</span><span class="p">:</span>
-  <span class="p">[</span>
-    <span class="p">{</span> <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/VideoDocument/v1/&quot;</span> <span class="p">},</span>
-    <span class="p">[</span>
-      <span class="p">{</span>
-        <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/TimeFrame/v5&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;properties&quot;</span><span class="p">:</span> <span class="p">{</span>
-          <span class="s2">&quot;timeUnit&quot;</span><span class="p">:</span> <span class="s2">&quot;*&quot;</span>
-          <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="s2">&quot;slate&quot;</span><span class="p">,</span>
-        <span class="p">}</span>
-      <span class="p">},</span>
-      <span class="p">{</span>
-        <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/TimeFrame/v5&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;properties&quot;</span><span class="p">:</span> <span class="p">{</span>
-          <span class="s2">&quot;timeUnit&quot;</span><span class="p">:</span> <span class="s2">&quot;*&quot;</span>
-          <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="s2">&quot;chyron&quot;</span><span class="p">,</span>
-        <span class="p">}</span>
-      <span class="p">}</span>
-    <span class="p">]</span>
-  <span class="p">],</span>
-  <span class="c1"># and more app metadata fields,</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>This is a text recognition app that can take a video document <strong>and</strong> <code class="docutils literal notranslate"><span class="pre">TimeFrame</span></code> annotations that are labels as
-either <code class="docutils literal notranslate"><span class="pre">slate</span></code> or <code class="docutils literal notranslate"><span class="pre">chyron</span></code>, and have <code class="docutils literal notranslate"><span class="pre">timeUnit</span></code> properties. The value of the <code class="docutils literal notranslate"><span class="pre">timeUnit</span></code> property doesn’t matter,
-but the input time frames must have it.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Unfortunately, currently there is no way to specify optional properties within the type definition.</p>
-</div>
-<p>Finally, let’s take a look at the <code class="docutils literal notranslate"><span class="pre">output</span></code> specification of a scene recognition CLAMS app:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-  <span class="c1"># other app metadata fields,</span>
-  <span class="s2">&quot;output&quot;</span><span class="p">:</span>
-  <span class="p">[</span>
-      <span class="p">{</span>
-        <span class="s2">&quot;@type&quot;</span><span class="p">:</span> <span class="s2">&quot;https://mmif.clams.ai/vocabulary/TimePoint/v4/&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;description&quot;</span><span class="p">:</span> <span class="s2">&quot;An individual </span><span class="se">\&quot;</span><span class="s2">still frame</span><span class="se">\&quot;</span><span class="s2">-level image classification results.&quot;</span><span class="p">,</span>
-        <span class="s2">&quot;properties&quot;</span><span class="p">:</span> <span class="p">{</span>
-            <span class="s2">&quot;timeUnit&quot;</span><span class="p">:</span> <span class="s2">&quot;milliseconds&quot;</span><span class="p">,</span>
-            <span class="s2">&quot;labelset&quot;</span><span class="p">:</span> <span class="p">[</span><span class="s2">&quot;slate&quot;</span><span class="p">,</span> <span class="s2">&quot;chyron&quot;</span><span class="p">,</span> <span class="s2">&quot;talking-heads-no-text&quot;</span><span class="p">],</span>
-            <span class="s2">&quot;classification&quot;</span><span class="p">:</span> <span class="s2">&quot;*&quot;</span><span class="p">,</span>
-            <span class="s2">&quot;label&quot;</span><span class="p">:</span> <span class="s2">&quot;*&quot;</span>
-        <span class="p">}</span>
-      <span class="p">}</span>
-  <span class="p">],</span>
-  <span class="c1"># and more app metadata fields,</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>Note that in the actual output MMIF, more properties can be stored in the <code class="docutils literal notranslate"><span class="pre">TimePoint</span></code> objects. The output
-specification in the app metadata is a subset of the properties to be produced that are useful for type checking
-in the downstream apps, as well as for human readers to understand the output.</p>
-</section>
-<section id="extended-case-adding-custom-properties-to-the-type-definition">
-<h5>Extended case - adding custom properties to the type definition<a class="headerlink" href="#extended-case-adding-custom-properties-to-the-type-definition" title="Link to this heading"></a></h5>
-<p>When the type definition is extended on the fly, developers are expected to provide the extended specification in the
-form of key-value pairs in the <code class="docutils literal notranslate"><span class="pre">properties</span></code> field. The grammar of the JSON object does not change, but developers are
-expected to provide a verbose description of the type extension in the <code class="docutils literal notranslate"><span class="pre">description</span></code> field.</p>
-</section>
-</section>
-</section>
-<section id="runtime-parameter-specification">
-<h3>Runtime parameter specification<a class="headerlink" href="#runtime-parameter-specification" title="Link to this heading"></a></h3>
-<p>CLAMS apps designed to be run as HTTP servers, preferably as <a class="reference external" href="https://en.wikipedia.org/wiki/Stateless_protocol">stateless</a>.
-When accepting HTTP requests, the app should take the request data payload (body) as the input MMIF, and any exposed
-configurations should be read from query strings in the URL.</p>
-<p>That said, the only allowed data type for users to pass as parameter values at the request time is a string. Hence, the
-app developer is responsible for parsing the string values into the appropriate data types. (<code class="docutils literal notranslate"><span class="pre">clams-python</span></code> SDK
-provides some basic parsing functions, automatically called by the web framework wrapper.) At the app metadata level,
-developers can specify the expected parameter data types, among <code class="docutils literal notranslate"><span class="pre">integer</span></code>, <code class="docutils literal notranslate"><span class="pre">number</span></code>, <code class="docutils literal notranslate"><span class="pre">string</span></code>, <code class="docutils literal notranslate"><span class="pre">boolean</span></code>,
-<code class="docutils literal notranslate"><span class="pre">map</span></code>, and also can specify the default value of the parameter (when specified, default values should be properly
-<em>typed</em>, not as strings). Noticeably, there’s NO <code class="docutils literal notranslate"><span class="pre">list</span></code> in the available data types, and that is because a parameter
-can be specified as <code class="docutils literal notranslate"><span class="pre">multivalued=True</span></code> to accept multiple values as a list. For details of how SDK’s built-in
-parameter value parsing works, please refer to the App Metadata json scheme (in the <a class="reference external" href="#clams-app-runtime-parameter">below</a>
-section).</p>
-<section id="syntax-for-parameter-specification-in-app-metadata">
-<h4>Syntax for parameter specification in App Metadata<a class="headerlink" href="#syntax-for-parameter-specification-in-app-metadata" title="Link to this heading"></a></h4>
-</section>
-</section>
-<section id="metadata-schema">
-<h3>Metadata Schema<a class="headerlink" href="#metadata-schema" title="Link to this heading"></a></h3>
-<p>The schema for app metadata is as follows.
-(You can also download the schema in <a class="reference external" href="https://json-schema.org/">JSON Schema</a> format from <a class="reference external" href="appmetadata.jsonschema">here</a>.)</p>
-<section id="clams-appmetadata">
-<h4>CLAMS AppMetadata<a class="headerlink" href="#clams-appmetadata" title="Link to this heading"></a></h4>
-<p>Data model that describes a CLAMS app.</p>
-<p>Can be initialized by simply passing all required key-value pairs.</p>
-<p>If you have a pre-generated metadata as an external file, you can read in the file as a <code class="docutils literal notranslate"><span class="pre">dict</span></code> and use it as
-keyword arguments for initialization. But be careful with keys of which values are automatically generated by the
-SDK.</p>
-<p>Please refer to &lt;<a class="reference internal" href="#appmetadata"><span class="std std-ref">CLAMS App Metadata</span></a>&gt; for the metadata specification.</p>
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="4"><p><em>object</em></p></td>
-</tr>
-<tr class="row-even"><td colspan="5"><p>properties</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><ul class="simple">
-<li><p><strong>name</strong></p></li>
-</ul>
-</td>
-<td colspan="4"><p>A short name of the app.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><ul class="simple">
-<li><p><strong>description</strong></p></li>
-</ul>
-</td>
-<td colspan="4"><p>A longer description of the app (what it does, how to use, etc.).</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="3"><ul class="simple">
-<li><p>app_version</p></li>
-</ul>
-</td>
-<td colspan="4"><p>(AUTO-GENERATED, DO NOT SET MANUALLY)</p>
-<p>Version of the app.</p>
-<p>When the metadata is generated using clams-python SDK, this field is automatically filled in</p>
-</td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="3"></td>
-</tr>
-<tr class="row-even"><td rowspan="3"><ul class="simple">
-<li><p>mmif_version</p></li>
-</ul>
-</td>
-<td colspan="4"><p>(AUTO-GENERATED, DO NOT SET MANUALLY)</p>
-<p>Version of MMIF specification the app.</p>
-<p>When the metadata is generated using clams-python SDK, this field is automatically filled in.</p>
-</td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="3"></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>analyzer_version</p></li>
-</ul>
-</td>
-<td colspan="4"><p>(optional) Version of an analyzer software, if the app is working as a wrapper for one.</p></td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="3"><p>null</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td colspan="2"><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>null</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><ul class="simple">
-<li><p><strong>app_license</strong></p></li>
-</ul>
-</td>
-<td colspan="4"><p>License information of the app.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>analyzer_license</p></li>
-</ul>
-</td>
-<td colspan="4"><p>(optional) License information of an analyzer software, if the app works as a wrapper for one.</p></td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="3"><p>null</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td colspan="2"><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>null</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p><strong>identifier</strong></p></li>
-</ul>
-</td>
-<td colspan="4"><p>(partly AUTO-GENERATED)</p>
-<p>IRI-formatted unique identifier for the app.</p>
-<p>If the app is to be published to the CLAMS app-directory, the developer should give a single string value composed with valid URL characters (no <code class="docutils literal notranslate"><span class="pre">/</span></code>, no whitespace),</p>
-<p>then when the metadata is generated using clams-python SDK, the app-directory URL is prepended and <code class="docutils literal notranslate"><span class="pre">app_version</span></code> value will be appended automatically.</p>
-<p>For example, <code class="docutils literal notranslate"><span class="pre">example-app</span></code> -&gt; <code class="docutils literal notranslate"><span class="pre">http://apps.clams.ai/example-app/1.0.0</span></code></p>
-<p>Otherwise, only the <code class="docutils literal notranslate"><span class="pre">app_version</span></code> value is used as suffix, so use an IRI form, but leave the version number out.</p>
-</td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>minLength</p></td>
-<td colspan="3"><p>1</p></td>
-</tr>
-<tr class="row-even"><td><p>format</p></td>
-<td colspan="3"><p>uri</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p><strong>url</strong></p></li>
-</ul>
-</td>
-<td colspan="4"><p>A public repository where the app’s source code (git-based) and/or documentation is available.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>minLength</p></td>
-<td colspan="3"><p>1</p></td>
-</tr>
-<tr class="row-even"><td><p>format</p></td>
-<td colspan="3"><p>uri</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="6"><ul class="simple">
-<li><p>input</p></li>
-</ul>
-</td>
-<td colspan="4"><p>List of input types. Must have at least one element.</p>
-<p>This list should iterate all input types in an exhaustive and meticulous manner, meaning it is recommended for developers to pay extra attention to <code class="docutils literal notranslate"><span class="pre">input</span></code> and <code class="docutils literal notranslate"><span class="pre">output</span></code> fields to include 1) all types are listed, 2) if types to have specific properties, include the properties.</p>
-<p>This list should interpreted conjunctive (<code class="docutils literal notranslate"><span class="pre">AND</span></code>).</p>
-<p>However, a nested list in this list means <code class="docutils literal notranslate"><span class="pre">oneOf</span></code> disjunctive (<code class="docutils literal notranslate"><span class="pre">OR</span></code>) specification.</p>
-<p>For example, <code class="docutils literal notranslate"><span class="pre">input</span> <span class="pre">=</span> <span class="pre">[TypeA</span> <span class="pre">(req=True),</span> <span class="pre">[TypeB,</span> <span class="pre">TypeC]]</span></code> means``TypeA`` is required and either <code class="docutils literal notranslate"><span class="pre">TypeB</span></code> or <code class="docutils literal notranslate"><span class="pre">TypeC</span></code> is additionally required.</p>
-<p>All input elements in the nested list must not be <code class="docutils literal notranslate"><span class="pre">required=False</span></code>, and only a single nesting level is allowed (e.g. <code class="docutils literal notranslate"><span class="pre">input</span> <span class="pre">=</span> <span class="pre">[TypeA,</span> <span class="pre">[</span> <span class="pre">[TypeB,</span> <span class="pre">TypeC],</span> <span class="pre">[TypeD,</span> <span class="pre">TypeE]</span> <span class="pre">]</span> <span class="pre">]</span></code> is not allowed).</p>
-</td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>array</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="3"></td>
-</tr>
-<tr class="row-even"><td rowspan="3"><p>items</p></td>
-<td rowspan="3"><p>anyOf</p></td>
-<td colspan="2"><p><span class="xref std std-ref">#/$defs/Input</span></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td><p><em>array</em></p></td>
-</tr>
-<tr class="row-even"><td><p>items</p></td>
-<td><p><span class="xref std std-ref">#/$defs/Input</span></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>output</p></li>
-</ul>
-</td>
-<td colspan="4"><p>List of output types. Must have at least one element.This list should iterate all output types in an exhaustive and meticulous manner, meaning it is recommended for developers to pay extra attention to <code class="docutils literal notranslate"><span class="pre">input</span></code> and <code class="docutils literal notranslate"><span class="pre">output</span></code> fields to include</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>array</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="3"></td>
-</tr>
-<tr class="row-even"><td><p>items</p></td>
-<td colspan="3"><p><span class="xref std std-ref">#/$defs/Output</span></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>parameters</p></li>
-</ul>
-</td>
-<td colspan="4"><p>List of runtime parameters. Can be empty.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>array</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="3"></td>
-</tr>
-<tr class="row-even"><td><p>items</p></td>
-<td colspan="3"><p><span class="xref std std-ref">#/$defs/RuntimeParameter</span></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="5"><ul class="simple">
-<li><p>dependencies</p></li>
-</ul>
-</td>
-<td colspan="4"><p>(optional) List of software dependencies of the app.</p>
-<p>This list is completely optional, as in most cases such dependencies are specified in a separate file in the codebase of the app (for example, <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> file for a Python app, or <code class="docutils literal notranslate"><span class="pre">pom.xml</span></code> file for a maven-based Java app).</p>
-<p>List items must be strings, not any kind of structured data. Thus, it is recommended to include a package name and its version in the string value at the minimum (e.g., <code class="docutils literal notranslate"><span class="pre">clams-python==1.2.3</span></code>).</p>
-</td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="3"><p>null</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="3"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td colspan="2"><p><em>array</em></p></td>
-</tr>
-<tr class="row-even"><td><p>items</p></td>
-<td><p>type</p></td>
-<td><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="2"><p><em>null</em></p></td>
-</tr>
-<tr class="row-even"><td rowspan="5"><ul class="simple">
-<li><p>more</p></li>
-</ul>
-</td>
-<td colspan="4"><p>(optional) A string-to-string map that can be used to store any additional metadata of the app.</p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="3"><p>null</p></td>
-</tr>
-<tr class="row-even"><td rowspan="3"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td colspan="2"><p><em>object</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>additionalProperties</p></td>
-<td><p>type</p></td>
-<td><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>null</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>additionalProperties</p></td>
-<td colspan="4"><p>False</p></td>
-</tr>
-</tbody>
-</table>
-<section id="clams-input-specification">
-<h5>CLAMS Input Specification<a class="headerlink" href="#clams-input-specification" title="Link to this heading"></a></h5>
-<p>Data model that describes input specification of a CLAMS app.</p>
-<p>CLAMS apps are expected to have at least one input type, and each type must
-be defined by a <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> URI string. If the type has specific properties and values required by the app,
-they can be described in the (optional) <code class="docutils literal notranslate"><span class="pre">properties</span></code> field. Finally, a human-readable
-verbose description can be provided in the (optional) <code class="docutils literal notranslate"><span class="pre">description</span></code> field for users.</p>
-<p>Developers should take diligent care to include all input types and their properties in the app metadata.</p>
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>object</em></p></td>
-</tr>
-<tr class="row-even"><td colspan="4"><p>properties</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p><strong>&#64;type</strong></p></li>
-</ul>
-</td>
-<td colspan="3"><p>The type of the object. Must be a IRI string.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>minLength</p></td>
-<td colspan="2"><p>1</p></td>
-</tr>
-<tr class="row-even"><td><p>format</p></td>
-<td colspan="2"><p>uri</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>description</p></li>
-</ul>
-</td>
-<td colspan="3"><p>A verbose, human-readable description of the type. This is intended to be used for documentation purpose for a particular use case of this annotation type and is not expected to be consumed by software. This description should work as a guideline for users to understand the output type, and also can be used as a expansion specification for the type definition beyond the base vocabulary.</p></td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="2"><p>null</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>null</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>properties</p></li>
-</ul>
-</td>
-<td colspan="3"><p>(optional) Specification for type properties, if any. <code class="docutils literal notranslate"><span class="pre">&quot;*&quot;</span></code> indicates any value.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>object</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="2"></td>
-</tr>
-<tr class="row-even"><td><p>additionalProperties</p></td>
-<td colspan="2"><p>True</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>required</p></li>
-</ul>
-</td>
-<td colspan="3"><p>(optional, True by default) Indicating whether this input type is mandatory or optional.</p></td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="2"><p>null</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td><p><em>boolean</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>null</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>additionalProperties</p></td>
-<td colspan="3"><p>False</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="clams-output-specification">
-<h5>CLAMS Output Specification<a class="headerlink" href="#clams-output-specification" title="Link to this heading"></a></h5>
-<p>Data model that describes output specification of a CLAMS app.</p>
-<p>CLAMS apps are expected to have at least one output type, and each type must
-be defined by a <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> URI string. If the type has common properties and values generated by the app,
-they can be described in the (optional) <code class="docutils literal notranslate"><span class="pre">properties</span></code> field. Finally, a human-readable
-verbose description can be provided in the (optional) <code class="docutils literal notranslate"><span class="pre">description</span></code> field for users.</p>
-<p>Developers should take diligent care to include all output types and their properties in the app metadata. To
-specify the property values, developers can use an actual value (for full match) or <code class="docutils literal notranslate"><span class="pre">'*'</span></code> (for any value).</p>
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>object</em></p></td>
-</tr>
-<tr class="row-even"><td colspan="4"><p>properties</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p><strong>&#64;type</strong></p></li>
-</ul>
-</td>
-<td colspan="3"><p>The type of the object. Must be a IRI string.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>minLength</p></td>
-<td colspan="2"><p>1</p></td>
-</tr>
-<tr class="row-even"><td><p>format</p></td>
-<td colspan="2"><p>uri</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>description</p></li>
-</ul>
-</td>
-<td colspan="3"><p>A verbose, human-readable description of the type. This is intended to be used for documentation purpose for a particular use case of this annotation type and is not expected to be consumed by software. This description should work as a guideline for users to understand the output type, and also can be used as a expansion specification for the type definition beyond the base vocabulary.</p></td>
-</tr>
-<tr class="row-even"><td><p>default</p></td>
-<td colspan="2"><p>null</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>null</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><ul class="simple">
-<li><p>properties</p></li>
-</ul>
-</td>
-<td colspan="3"><p>(optional) Specification for type properties, if any. <code class="docutils literal notranslate"><span class="pre">&quot;*&quot;</span></code> indicates any value.</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="2"><p><em>object</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="2"></td>
-</tr>
-<tr class="row-even"><td><p>additionalProperties</p></td>
-<td colspan="2"><p>True</p></td>
-</tr>
-<tr class="row-odd"><td><p>additionalProperties</p></td>
-<td colspan="3"><p>False</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-<section id="clams-app-runtime-parameter">
-<h5>CLAMS App Runtime Parameter<a class="headerlink" href="#clams-app-runtime-parameter" title="Link to this heading"></a></h5>
-<p>Defines a data model that describes a single runtime configuration of a CLAMS app.
-Usually, an app keeps a list of these configuration specifications in the <code class="docutils literal notranslate"><span class="pre">parameters</span></code> field.
-When initializing a RuntimeParameter object in python the value for the default field must be a string.
-For example, if you want to set a default value for a boolean parameter, use any of <code class="docutils literal notranslate"><span class="pre">'True'</span></code>, <code class="docutils literal notranslate"><span class="pre">'true'</span></code>, <code class="docutils literal notranslate"><span class="pre">'t'</span></code>,
-or their falsy counterpart, instead of <code class="docutils literal notranslate"><span class="pre">True</span></code> or <code class="docutils literal notranslate"><span class="pre">False</span></code></p>
-<table class="docutils align-default">
-<tbody>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="5"><p><em>object</em></p></td>
-</tr>
-<tr class="row-even"><td colspan="6"><p>properties</p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><ul class="simple">
-<li><p><strong>name</strong></p></li>
-</ul>
-</td>
-<td colspan="5"><p>A short name of the parameter (works as a key).</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="4"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="2"><ul class="simple">
-<li><p><strong>description</strong></p></li>
-</ul>
-</td>
-<td colspan="5"><p>A longer description of the parameter (what it does, how to use, etc.).</p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="4"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="3"><ul class="simple">
-<li><p><strong>type</strong></p></li>
-</ul>
-</td>
-<td colspan="5"><p>Type of the parameter value the app expects. Must be one of (‘integer’, ‘number’, ‘string’, ‘boolean’, ‘map’). When type is <code class="docutils literal notranslate"><span class="pre">map</span></code>, <code class="docutils literal notranslate"><span class="pre">multivalued=true</span></code> is forced, and when <code class="docutils literal notranslate"><span class="pre">boolean</span></code>, <code class="docutils literal notranslate"><span class="pre">multivalued=false</span></code> is forced.</p>
-<p>Notes for developers:</p>
-<p>When the type is <code class="docutils literal notranslate"><span class="pre">map</span></code>, the parameter value (still a single string from the users’ perspective) must be formatted as a <code class="docutils literal notranslate"><span class="pre">KEY:VALUE</span></code> pair, namely a colon-separated string. To pass multiple key-value pairs, users need to pass the parameter multiple times (remember <code class="docutils literal notranslate"><span class="pre">type=map</span></code> implies <code class="docutils literal notranslate"><span class="pre">multivalued=true</span></code>) with pairs in the colon-separated format.</p>
-<p>Also, the <cite>VALUE</cite> part of the user input is always expected and handled as a string. If a developers wants to do more text processing on the passed value to accept more complex data types or structures (e.g., map from a string to a list of strings), it is up to the developer. However, any additional form requirements should be precisely described in the <code class="docutils literal notranslate"><span class="pre">description</span></code> field for users.</p>
-<p>Finally, the same format is expected for the default value, if any. For example, if the default desired dictionary is <code class="docutils literal notranslate"><span class="pre">{'key1':</span> <span class="pre">'value1',</span> <span class="pre">'key2':</span> <span class="pre">'value2'}</span></code>, the default value (used when initializing a parameter) should be <code class="docutils literal notranslate"><span class="pre">['key1:value1','key2:value2']</span></code>
-.</p>
-</td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="4"><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>enum</p></td>
-<td colspan="4"><p>integer, number, string, boolean, map</p></td>
-</tr>
-<tr class="row-even"><td rowspan="8"><ul class="simple">
-<li><p>choices</p></li>
-</ul>
-</td>
-<td colspan="5"><p>(optional) List of string values that can be accepted.</p></td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="4"><p>null</p></td>
-</tr>
-<tr class="row-even"><td rowspan="6"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td colspan="3"><p><em>array</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><p>items</p></td>
-<td rowspan="4"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td><p><em>integer</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>number</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td><p><em>boolean</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>null</em></p></td>
-</tr>
-<tr class="row-even"><td rowspan="12"><ul class="simple">
-<li><p>default</p></li>
-</ul>
-</td>
-<td colspan="5"><p>(optional) Default value for the parameter.</p>
-<p>Notes for developers:</p>
-<p>Setting a default value makes a parameter <cite>optional</cite>.</p>
-<p>When <code class="docutils literal notranslate"><span class="pre">multivalued=true</span></code>, the default value should be a list of values.</p>
-<p>When <code class="docutils literal notranslate"><span class="pre">type=map</span></code>, the default value should be a list of colon-separated strings.</p>
-</td>
-</tr>
-<tr class="row-odd"><td><p>default</p></td>
-<td colspan="4"><p>null</p></td>
-</tr>
-<tr class="row-even"><td rowspan="10"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td colspan="3"><p><em>integer</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>number</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>boolean</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>string</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td colspan="3"><p><em>array</em></p></td>
-</tr>
-<tr class="row-odd"><td rowspan="4"><p>items</p></td>
-<td rowspan="4"><p>anyOf</p></td>
-<td><p>type</p></td>
-<td><p><em>integer</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>number</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td><p><em>boolean</em></p></td>
-</tr>
-<tr class="row-even"><td><p>type</p></td>
-<td><p><em>string</em></p></td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="3"><p><em>null</em></p></td>
-</tr>
-<tr class="row-even"><td rowspan="2"><ul class="simple">
-<li><p><strong>multivalued</strong></p></li>
-</ul>
-</td>
-<td colspan="5"><p>(optional, False by default) Set True if the parameter can have multiple values.</p>
-<p>Note that, for parameters that allow multiple values, the SDK will pass a singleton list to <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> even when one value is passed via HTTP.</p>
-</td>
-</tr>
-<tr class="row-odd"><td><p>type</p></td>
-<td colspan="4"><p><em>boolean</em></p></td>
-</tr>
-<tr class="row-even"><td><p>additionalProperties</p></td>
-<td colspan="5"><p>False</p></td>
-</tr>
-</tbody>
-</table>
-</section>
-</section>
-</section>
-</section>
-</section>
-
-
-           </div>
-          </div>
-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="runtime-params.html" class="btn btn-neutral float-left" title="Runtime Configuration" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="appdirectory.html" class="btn btn-neutral float-right" title="CLAMS App Directory" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
-    </div>
-
-  <hr/>
-
-  <div role="contentinfo">
-    <p>&#169; Copyright 2025, Brandeis LLC.</p>
-  </div>
-
-  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
-    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
-    provided by <a href="https://readthedocs.org">Read the Docs</a>.
-   
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-          SphinxRtdTheme.Navigation.enable(true);
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-  </script> 
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-</body>
-</html>
\ No newline at end of file
diff --git a/docs/appmetadata.jsonschema b/docs/appmetadata.jsonschema
deleted file mode 100644
index baa440c..0000000
--- a/docs/appmetadata.jsonschema
+++ /dev/null
@@ -1,328 +0,0 @@
-{
-  "$comment": "clams-python SDK 1.3.2 was used to generate this schema",
-  "$defs": {
-    "Input": {
-      "additionalProperties": false,
-      "description": "Data model that describes input specification of a CLAMS app. \n\nCLAMS apps are expected to have at least one input type, and each type must\nbe defined by a ``@type`` URI string. If the type has specific properties and values required by the app, \nthey can be described in the (optional) ``properties`` field. Finally, a human-readable \nverbose description can be provided in the (optional) ``description`` field for users.\n\nDevelopers should take diligent care to include all input types and their properties in the app metadata. ",
-      "properties": {
-        "@type": {
-          "description": "The type of the object. Must be a IRI string.",
-          "format": "uri",
-          "minLength": 1,
-          "type": "string"
-        },
-        "description": {
-          "anyOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null,
-          "description": "A verbose, human-readable description of the type. This is intended to be used for documentation purpose for a particular use case of this annotation type and is not expected to be consumed by software. This description should work as a guideline for users to understand the output type, and also can be used as a expansion specification for the type definition beyond the base vocabulary."
-        },
-        "properties": {
-          "type": "object",
-          "additionalProperties": true,
-          "default": {},
-          "description": "(optional) Specification for type properties, if any. ``\"*\"`` indicates any value."
-        },
-        "required": {
-          "anyOf": [
-            {
-              "type": "boolean"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null,
-          "description": "(optional, True by default) Indicating whether this input type is mandatory or optional."
-        }
-      },
-      "required": [
-        "@type"
-      ],
-      "title": "CLAMS Input Specification",
-      "type": "object"
-    },
-    "Output": {
-      "additionalProperties": false,
-      "description": "Data model that describes output specification of a CLAMS app. \n\nCLAMS apps are expected to have at least one output type, and each type must\nbe defined by a ``@type`` URI string. If the type has common properties and values generated by the app, \nthey can be described in the (optional) ``properties`` field. Finally, a human-readable \nverbose description can be provided in the (optional) ``description`` field for users.\n\nDevelopers should take diligent care to include all output types and their properties in the app metadata. To \nspecify the property values, developers can use an actual value (for full match) or ``'*'`` (for any value).",
-      "properties": {
-        "@type": {
-          "description": "The type of the object. Must be a IRI string.",
-          "format": "uri",
-          "minLength": 1,
-          "type": "string"
-        },
-        "description": {
-          "anyOf": [
-            {
-              "type": "string"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null,
-          "description": "A verbose, human-readable description of the type. This is intended to be used for documentation purpose for a particular use case of this annotation type and is not expected to be consumed by software. This description should work as a guideline for users to understand the output type, and also can be used as a expansion specification for the type definition beyond the base vocabulary."
-        },
-        "properties": {
-          "type": "object",
-          "additionalProperties": true,
-          "default": {},
-          "description": "(optional) Specification for type properties, if any. ``\"*\"`` indicates any value."
-        }
-      },
-      "required": [
-        "@type"
-      ],
-      "title": "CLAMS Output Specification",
-      "type": "object"
-    },
-    "RuntimeParameter": {
-      "additionalProperties": false,
-      "description": "Defines a data model that describes a single runtime configuration of a CLAMS app. \nUsually, an app keeps a list of these configuration specifications in the ``parameters`` field. \nWhen initializing a RuntimeParameter object in python the value for the default field must be a string. \nFor example, if you want to set a default value for a boolean parameter, use any of ``'True'``, ``'true'``, ``'t'``,\nor their falsy counterpart, instead of ``True`` or ``False``",
-      "properties": {
-        "name": {
-          "description": "A short name of the parameter (works as a key).",
-          "type": "string"
-        },
-        "description": {
-          "description": "A longer description of the parameter (what it does, how to use, etc.).",
-          "type": "string"
-        },
-        "type": {
-          "description": "Type of the parameter value the app expects. Must be one of ('integer', 'number', 'string', 'boolean', 'map'). When type is ``map``, ``multivalued=true`` is forced, and when ``boolean``, ``multivalued=false`` is forced. \n\nNotes for developers: \n\nWhen the type is ``map``, the parameter value (still a single string from the users' perspective) must be formatted as a ``KEY:VALUE`` pair, namely a colon-separated string. To pass multiple key-value pairs, users need to pass the parameter multiple times (remember ``type=map`` implies ``multivalued=true``) with pairs in the colon-separated format. \n\nAlso, the `VALUE` part of the user input is always expected and handled as a string. If a developers wants to do more text processing on the passed value to accept more complex data types or structures (e.g., map from a string to a list of strings), it is up to the developer. However, any additional form requirements should be precisely described in the ``description`` field for users. \n\nFinally, the same format is expected for the default value, if any. For example, if the default desired dictionary is ``{'key1': 'value1', 'key2': 'value2'}``, the default value (used when initializing a parameter) should be ``['key1:value1','key2:value2']``\n.",
-          "enum": [
-            "integer",
-            "number",
-            "string",
-            "boolean",
-            "map"
-          ],
-          "type": "string"
-        },
-        "choices": {
-          "anyOf": [
-            {
-              "items": {
-                "anyOf": [
-                  {
-                    "type": "integer"
-                  },
-                  {
-                    "type": "number"
-                  },
-                  {
-                    "type": "boolean"
-                  },
-                  {
-                    "type": "string"
-                  }
-                ]
-              },
-              "type": "array"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null,
-          "description": "(optional) List of string values that can be accepted."
-        },
-        "default": {
-          "anyOf": [
-            {
-              "type": "integer"
-            },
-            {
-              "type": "number"
-            },
-            {
-              "type": "boolean"
-            },
-            {
-              "type": "string"
-            },
-            {
-              "items": {
-                "anyOf": [
-                  {
-                    "type": "integer"
-                  },
-                  {
-                    "type": "number"
-                  },
-                  {
-                    "type": "boolean"
-                  },
-                  {
-                    "type": "string"
-                  }
-                ]
-              },
-              "type": "array"
-            },
-            {
-              "type": "null"
-            }
-          ],
-          "default": null,
-          "description": "(optional) Default value for the parameter.\n\nNotes for developers: \n\nSetting a default value makes a parameter `optional`. \n\nWhen ``multivalued=true``, the default value should be a list of values. \n\nWhen ``type=map``, the default value should be a list of colon-separated strings. \n\n"
-        },
-        "multivalued": {
-          "description": "(optional, False by default) Set True if the parameter can have multiple values.\n\nNote that, for parameters that allow multiple values, the SDK will pass a singleton list to ``_annotate()`` even when one value is passed via HTTP.",
-          "type": "boolean"
-        }
-      },
-      "required": [
-        "name",
-        "description",
-        "type",
-        "multivalued"
-      ],
-      "title": "CLAMS App Runtime Parameter",
-      "type": "object"
-    }
-  },
-  "$schema": "https://json-schema.org/draft/2020-12/schema",
-  "additionalProperties": false,
-  "description": "Data model that describes a CLAMS app. \n\nCan be initialized by simply passing all required key-value pairs. \n\nIf you have a pre-generated metadata as an external file, you can read in the file as a ``dict`` and use it as \nkeyword arguments for initialization. But be careful with keys of which values are automatically generated by the \nSDK. \n\n\nPlease refer to <:ref:`appmetadata`> for the metadata specification. ",
-  "properties": {
-    "name": {
-      "description": "A short name of the app.",
-      "type": "string"
-    },
-    "description": {
-      "description": "A longer description of the app (what it does, how to use, etc.).",
-      "type": "string"
-    },
-    "app_version": {
-      "default": "",
-      "description": "(AUTO-GENERATED, DO NOT SET MANUALLY)\n\nVersion of the app.\n\nWhen the metadata is generated using clams-python SDK, this field is automatically filled in",
-      "type": "string"
-    },
-    "mmif_version": {
-      "default": "",
-      "description": "(AUTO-GENERATED, DO NOT SET MANUALLY)\n\nVersion of MMIF specification the app.\n\nWhen the metadata is generated using clams-python SDK, this field is automatically filled in.",
-      "type": "string"
-    },
-    "analyzer_version": {
-      "anyOf": [
-        {
-          "type": "string"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null,
-      "description": "(optional) Version of an analyzer software, if the app is working as a wrapper for one. "
-    },
-    "app_license": {
-      "description": "License information of the app.",
-      "type": "string"
-    },
-    "analyzer_license": {
-      "anyOf": [
-        {
-          "type": "string"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null,
-      "description": "(optional) License information of an analyzer software, if the app works as a wrapper for one. "
-    },
-    "identifier": {
-      "description": "(partly AUTO-GENERATED)\n\nIRI-formatted unique identifier for the app.\n\nIf the app is to be published to the CLAMS app-directory, the developer should give a single string value composed with valid URL characters (no ``/``, no whitespace),\n\nthen when the metadata is generated using clams-python SDK, the app-directory URL is prepended and ``app_version`` value will be appended automatically.\n\nFor example, ``example-app`` -> ``http://apps.clams.ai/example-app/1.0.0``\n\nOtherwise, only the ``app_version`` value is used as suffix, so use an IRI form, but leave the version number out.",
-      "format": "uri",
-      "minLength": 1,
-      "type": "string"
-    },
-    "url": {
-      "description": "A public repository where the app's source code (git-based) and/or documentation is available. ",
-      "format": "uri",
-      "minLength": 1,
-      "type": "string"
-    },
-    "input": {
-      "default": [],
-      "description": "List of input types. Must have at least one element.\n\nThis list should iterate all input types in an exhaustive and meticulous manner, meaning it is recommended for developers to pay extra attention to ``input`` and ``output`` fields to include 1) all types are listed, 2) if types to have specific properties, include the properties.\n\nThis list should interpreted conjunctive (``AND``).\n\nHowever, a nested list in this list means ``oneOf`` disjunctive (``OR``) specification.\n\nFor example, ``input = [TypeA (req=True), [TypeB, TypeC]]`` means``TypeA`` is required and either ``TypeB`` or ``TypeC`` is additionally required.\n\nAll input elements in the nested list must not be ``required=False``, and only a single nesting level is allowed (e.g. ``input = [TypeA, [ [TypeB, TypeC], [TypeD, TypeE] ] ]`` is not allowed).",
-      "items": {
-        "anyOf": [
-          {
-            "$ref": "#/$defs/Input"
-          },
-          {
-            "items": {
-              "$ref": "#/$defs/Input"
-            },
-            "type": "array"
-          }
-        ]
-      },
-      "type": "array"
-    },
-    "output": {
-      "default": [],
-      "description": "List of output types. Must have at least one element.This list should iterate all output types in an exhaustive and meticulous manner, meaning it is recommended for developers to pay extra attention to ``input`` and ``output`` fields to include ",
-      "items": {
-        "$ref": "#/$defs/Output"
-      },
-      "type": "array"
-    },
-    "parameters": {
-      "default": [],
-      "description": "List of runtime parameters. Can be empty.",
-      "items": {
-        "$ref": "#/$defs/RuntimeParameter"
-      },
-      "type": "array"
-    },
-    "dependencies": {
-      "anyOf": [
-        {
-          "items": {
-            "type": "string"
-          },
-          "type": "array"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null,
-      "description": "(optional) List of software dependencies of the app. \n\nThis list is completely optional, as in most cases such dependencies are specified in a separate file in the codebase of the app (for example, ``requirements.txt`` file for a Python app, or ``pom.xml`` file for a maven-based Java app).\n\nList items must be strings, not any kind of structured data. Thus, it is recommended to include a package name and its version in the string value at the minimum (e.g., ``clams-python==1.2.3``)."
-    },
-    "more": {
-      "anyOf": [
-        {
-          "additionalProperties": {
-            "type": "string"
-          },
-          "type": "object"
-        },
-        {
-          "type": "null"
-        }
-      ],
-      "default": null,
-      "description": "(optional) A string-to-string map that can be used to store any additional metadata of the app."
-    }
-  },
-  "required": [
-    "name",
-    "description",
-    "app_license",
-    "identifier",
-    "url"
-  ],
-  "title": "CLAMS AppMetadata",
-  "type": "object"
-}
diff --git a/docs/autodoc/clams.app.html b/docs/autodoc/clams.app.html
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-              <p class="caption" role="heading"><span class="caption-text">Contents</span></p>
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="../introduction.html">Getting started</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../input-output.html">I/O Specification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../runtime-params.html">Runtime Configuration</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../appmetadata.html">CLAMS App Metadata</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../appdirectory.html">CLAMS App Directory</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../cli.html"><code class="docutils literal notranslate"><span class="pre">clams</span></code> shell command</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorial.html">Tutorial: Wrapping an NLP Application</a></li>
-</ul>
-<p class="caption" role="heading"><span class="caption-text">API documentation:</span></p>
-<ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../modules.html">clams package</a><ul class="current">
-<li class="toctree-l2 current"><a class="current reference internal" href="#">clams.app package</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#clams.app.ClamsApp"><code class="docutils literal notranslate"><span class="pre">ClamsApp</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._RAW_PARAMS_KEY"><code class="docutils literal notranslate"><span class="pre">ClamsApp._RAW_PARAMS_KEY</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._abc_impl"><code class="docutils literal notranslate"><span class="pre">ClamsApp._abc_impl</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._annotate"><code class="docutils literal notranslate"><span class="pre">ClamsApp._annotate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._appmetadata"><code class="docutils literal notranslate"><span class="pre">ClamsApp._appmetadata()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._check_mmif_compatibility"><code class="docutils literal notranslate"><span class="pre">ClamsApp._check_mmif_compatibility()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._load_appmetadata"><code class="docutils literal notranslate"><span class="pre">ClamsApp._load_appmetadata()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp._refine_params"><code class="docutils literal notranslate"><span class="pre">ClamsApp._refine_params()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.annotate"><code class="docutils literal notranslate"><span class="pre">ClamsApp.annotate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.appmetadata"><code class="docutils literal notranslate"><span class="pre">ClamsApp.appmetadata()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.get_configuration"><code class="docutils literal notranslate"><span class="pre">ClamsApp.get_configuration()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.open_document_location"><code class="docutils literal notranslate"><span class="pre">ClamsApp.open_document_location()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.record_error"><code class="docutils literal notranslate"><span class="pre">ClamsApp.record_error()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.set_error_view"><code class="docutils literal notranslate"><span class="pre">ClamsApp.set_error_view()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.sign_view"><code class="docutils literal notranslate"><span class="pre">ClamsApp.sign_view()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.universal_parameters"><code class="docutils literal notranslate"><span class="pre">ClamsApp.universal_parameters</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.app.ClamsApp.validate_document_locations"><code class="docutils literal notranslate"><span class="pre">ClamsApp.validate_document_locations()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="clams.appmetadata.html">clams.appmetadata package</a></li>
-<li class="toctree-l2"><a class="reference internal" href="clams.restify.html">clams.restify package</a></li>
-<li class="toctree-l2"><a class="reference internal" href="clams.mmif_utils.html">clams.mmif_utils package</a></li>
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-             
-  <section id="clams-app-package">
-<h1>clams.app package<a class="headerlink" href="#clams-app-package" title="Link to this heading"></a></h1>
-<p>Core package providing classes for representing CLAMS apps.</p>
-<dl class="py class" id="module-clams.app">
-<dt class="sig sig-object py" id="clams.app.ClamsApp">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.app.</span></span><span class="sig-name descname"><span class="pre">ClamsApp</span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/abc.html#abc.ABC" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></a></p>
-<p>An abstract class to define API’s for ClamsApps. A CLAMS app should inherit
-this class and then can be used with classes in <a class="reference internal" href="clams.restify.html#module-clams.restify" title="clams.restify"><code class="xref py py-mod docutils literal notranslate"><span class="pre">restify</span></code></a> to work as
-web applications.</p>
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._RAW_PARAMS_KEY">
-<span class="sig-name descname"><span class="pre">_RAW_PARAMS_KEY</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'#RAW#'</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._RAW_PARAMS_KEY" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._abc_impl">
-<span class="sig-name descname"><span class="pre">_abc_impl</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">&lt;_abc._abc_data</span> <span class="pre">object&gt;</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._abc_impl" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._annotate">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_annotate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mmif</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">_raw_parameters</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">refined_parameters</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._annotate" title="Link to this definition"></a></dt>
-<dd><p>An abstract method to generate (or load if stored elsewhere) the app 
-metadata at runtime. All CLAMS app must implement this.</p>
-<p>This is where the bulk of your logic will go.
-A typical implementation of this method would be</p>
-<ol class="arabic simple">
-<li><p>Create a new view (or views) by calling <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif.new_view" title="(in mmif-python v1.1.1)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">new_view()</span></code></a> on the input mmif object.</p></li>
-<li><p>Call <a class="reference internal" href="#clams.app.ClamsApp.sign_view" title="clams.app.ClamsApp.sign_view"><code class="xref py py-meth docutils literal notranslate"><span class="pre">sign_view()</span></code></a> with the input runtime parameters for the record.</p></li>
-<li><p>Call <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.view.View.new_contain" title="(in mmif-python v1.1.1)"><code class="xref py py-meth docutils literal notranslate"><span class="pre">new_contain()</span></code></a> on the new view object with any annotation properties specified by the configuration.</p></li>
-<li><p>Process the data and create <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.annotation.Annotation" title="(in mmif-python v1.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Annotation</span></code></a> objects and add them to the new view.</p></li>
-<li><p>While doing so, get help from <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.vocabulary.html#mmif.vocabulary.DocumentTypes" title="(in mmif-python v1.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">DocumentTypes</span></code></a>, <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.vocabulary.html#mmif.vocabulary.AnnotationTypes" title="(in mmif-python v1.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnnotationTypes</span></code></a> classes to generate <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> strings.</p></li>
-<li><p>Return the mmif object</p></li>
-</ol>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>mmif</strong> – An input MMIF object to annotate</p></li>
-<li><p><strong>runtime_params</strong> – An arbitrary set of k-v pairs to configure the app at runtime</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Mmif</span></code></a> object of the annotated output, ready for serialization</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._appmetadata">
-<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_appmetadata</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="clams.appmetadata.html#clams.appmetadata.AppMetadata" title="clams.appmetadata.AppMetadata"><span class="pre">AppMetadata</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._appmetadata" title="Link to this definition"></a></dt>
-<dd><p>An abstract method to generate the app metadata.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>A Python object of the metadata, must be JSON-serializable</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._check_mmif_compatibility">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">_check_mmif_compatibility</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">target_specver</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input_specver</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._check_mmif_compatibility" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._load_appmetadata">
-<span class="sig-name descname"><span class="pre">_load_appmetadata</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="clams.appmetadata.html#clams.appmetadata.AppMetadata" title="clams.appmetadata.AppMetadata"><span class="pre">AppMetadata</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._load_appmetadata" title="Link to this definition"></a></dt>
-<dd><p>A private method to load the app metadata. This is called in __init__, 
-(only once) and it uses three sources to load the metadata (in the order 
-of priority):</p>
-<ol class="arabic simple">
-<li><p>using a <code class="docutils literal notranslate"><span class="pre">metadata.py</span></code> file (recommended)</p></li>
-<li><p>using self._appmetadata() method (legacy, no longer recommended)</p></li>
-</ol>
-<p>In any case, <a class="reference internal" href="clams.appmetadata.html#clams.appmetadata.AppMetadata" title="clams.appmetadata.AppMetadata"><code class="xref py py-class docutils literal notranslate"><span class="pre">AppMetadata</span></code></a> class must be useful.</p>
-<p>For metadata specification, 
-see <a class="reference external" href="../appmetadata.jsonschema">https://sdk.clams.ai/appmetadata.jsonschema</a>.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp._refine_params">
-<span class="sig-name descname"><span class="pre">_refine_params</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">runtime_params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp._refine_params" title="Link to this definition"></a></dt>
-<dd><p>Method to “fill” the parameter dictionary with default values, when a key-value is not specified in the input.
-The input map is not really “filled” as a copy of it is returned with addition of default values. 
-:param runtime_params: key-value pairs of runtime parameters
-:return: a copy of parameter map, with default values added
-:raises ValueError: when a value for a required parameter is not found in the input</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.annotate">
-<span class="sig-name descname"><span class="pre">annotate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mmif</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">runtime_params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.annotate" title="Link to this definition"></a></dt>
-<dd><p>A public method to invoke the primary app function. It’s essentially a
-wrapper around <a class="reference internal" href="#clams.app.ClamsApp._annotate" title="clams.app.ClamsApp._annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">_annotate()</span></code></a> method where some common operations
-(that are invoked by keyword arguments) are implemented.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>mmif</strong> – An input MMIF object to annotate</p></li>
-<li><p><strong>runtime_params</strong> – An arbitrary set of k-v pairs to configure the app at runtime</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>Serialized JSON string of the output of the app</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.appmetadata">
-<span class="sig-name descname"><span class="pre">appmetadata</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.appmetadata" title="Link to this definition"></a></dt>
-<dd><p>A public method to get metadata for this app as a string.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Serialized JSON string of the metadata</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.get_configuration">
-<span class="sig-name descname"><span class="pre">get_configuration</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">runtime_params</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.get_configuration" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.open_document_location">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">open_document_location</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">document:</span> <span class="pre">str</span> <span class="pre">|</span> <span class="pre">~mmif.serialize.annotation.Document</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">opener:</span> <span class="pre">~typing.Any</span> <span class="pre">=</span> <span class="pre">&lt;built-in</span> <span class="pre">function</span> <span class="pre">open&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**openerargs</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.open_document_location" title="Link to this definition"></a></dt>
-<dd><p>A context-providing file opener. A user can provide their own opener
-class/method and parameters. By default, with will use python built-in
-<cite>open</cite> to open the location of the document.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>document</strong> – A <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.annotation.Document" title="(in mmif-python v1.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Document</span></code></a> object that has <code class="docutils literal notranslate"><span class="pre">location</span></code></p></li>
-<li><p><strong>opener</strong> – A Python class or method that can be used to open a file (e.g. <a class="reference external" href="https://pillow.readthedocs.io/en/stable/reference/Image.html">PIL.Image</a> for an image file)</p></li>
-<li><p><strong>openerargs</strong> – Parameters that are passed to the <code class="docutils literal notranslate"><span class="pre">opener</span></code></p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p></p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.record_error">
-<span class="sig-name descname"><span class="pre">record_error</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mmif</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">runtime_conf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.record_error" title="Link to this definition"></a></dt>
-<dd><p>A method to record an error instead of annotation results in the view
-this app generated. For logging purpose, the runtime parameters used
-when the error occurred must be passed as well.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>mmif</strong> – input MMIF object</p></li>
-<li><p><strong>runtime_conf</strong> – parameters passed to annotate when the app encountered the error</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An output MMIF with a new view with the error encoded in the view metadata</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.set_error_view">
-<span class="sig-name descname"><span class="pre">set_error_view</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mmif</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">runtime_conf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.set_error_view" title="Link to this definition"></a></dt>
-<dd><p>A method to record an error instead of annotation results in the view
-this app generated. For logging purpose, the runtime parameters used
-when the error occurred must be passed as well.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>mmif</strong> – input MMIF object</p></li>
-<li><p><strong>runtime_conf</strong> – parameters passed to annotate when the app encountered the error</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>An output MMIF with a new view with the error encoded in the view metadata</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.sign_view">
-<span class="sig-name descname"><span class="pre">sign_view</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">view</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.view.View" title="(in mmif-python v1.1.1)"><span class="pre">View</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">runtime_conf</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.sign_view" title="Link to this definition"></a></dt>
-<dd><p>A method to “sign” a new view that this app creates at the beginning of annotation.
-Signing will populate the view metadata with information and configuration of this app.
-The parameters passed to the <a class="reference internal" href="#clams.app.ClamsApp._annotate" title="clams.app.ClamsApp._annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">_annotate()</span></code></a> must be
-passed to this method. This means all parameters for “common” configuration that
-are consumed in <a class="reference internal" href="#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a> should not be recorded in the
-view metadata.
-:param view: a view to sign
-:param runtime_conf: runtime configuration of the app as k-v pairs</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.universal_parameters">
-<span class="sig-name descname"><span class="pre">universal_parameters</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">[{'choices':</span> <span class="pre">None,</span> <span class="pre">'default':</span> <span class="pre">False,</span> <span class="pre">'description':</span> <span class="pre">'The</span> <span class="pre">JSON</span> <span class="pre">body</span> <span class="pre">of</span> <span class="pre">the</span> <span class="pre">HTTP</span> <span class="pre">response</span> <span class="pre">will</span> <span class="pre">be</span> <span class="pre">re-formatted</span> <span class="pre">with</span> <span class="pre">2-space</span> <span class="pre">indentation',</span> <span class="pre">'multivalued':</span> <span class="pre">False,</span> <span class="pre">'name':</span> <span class="pre">'pretty',</span> <span class="pre">'type':</span> <span class="pre">'boolean'},</span> <span class="pre">{'choices':</span> <span class="pre">None,</span> <span class="pre">'default':</span> <span class="pre">False,</span> <span class="pre">'description':</span> <span class="pre">'The</span> <span class="pre">running</span> <span class="pre">time</span> <span class="pre">of</span> <span class="pre">the</span> <span class="pre">app</span> <span class="pre">will</span> <span class="pre">be</span> <span class="pre">recorded</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">view</span> <span class="pre">metadata',</span> <span class="pre">'multivalued':</span> <span class="pre">False,</span> <span class="pre">'name':</span> <span class="pre">'runningTime',</span> <span class="pre">'type':</span> <span class="pre">'boolean'},</span> <span class="pre">{'choices':</span> <span class="pre">None,</span> <span class="pre">'default':</span> <span class="pre">False,</span> <span class="pre">'description':</span> <span class="pre">'The</span> <span class="pre">hardware</span> <span class="pre">information</span> <span class="pre">(architecture,</span> <span class="pre">GPU</span> <span class="pre">and</span> <span class="pre">vRAM)</span> <span class="pre">will</span> <span class="pre">be</span> <span class="pre">recorded</span> <span class="pre">in</span> <span class="pre">the</span> <span class="pre">view</span> <span class="pre">metadata',</span> <span class="pre">'multivalued':</span> <span class="pre">False,</span> <span class="pre">'name':</span> <span class="pre">'hwFetch',</span> <span class="pre">'type':</span> <span class="pre">'boolean'}]</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.universal_parameters" title="Link to this definition"></a></dt>
-<dd></dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.app.ClamsApp.validate_document_locations">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">validate_document_locations</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">mmif</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.mmif.Mmif" title="(in mmif-python v1.1.1)"><span class="pre">Mmif</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/app/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.app.ClamsApp.validate_document_locations" title="Link to this definition"></a></dt>
-<dd><p>Validate files encoded in the input MMIF.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>mmif</strong> – An input MMIF with zero or more <a class="reference external" href="https://clams.ai/mmif-python/1.1.1/autodoc/mmif.serialize.html#mmif.serialize.annotation.Document" title="(in mmif-python v1.1.1)"><code class="xref py py-class docutils literal notranslate"><span class="pre">Document</span></code></a></p>
-</dd>
-<dt class="field-even">Raises<span class="colon">:</span></dt>
-<dd class="field-even"><p><a class="reference external" href="https://docs.python.org/3/library/exceptions.html#FileNotFoundError" title="(in Python v3.13)"><strong>FileNotFoundError</strong></a> – When any of files is not found at its location</p>
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-  <title>clams.appmetadata package &mdash; clams-python  documentation</title>
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-              <p class="caption" role="heading"><span class="caption-text">Contents</span></p>
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="../introduction.html">Getting started</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../input-output.html">I/O Specification</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../runtime-params.html">Runtime Configuration</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../appmetadata.html">CLAMS App Metadata</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../appdirectory.html">CLAMS App Directory</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../cli.html"><code class="docutils literal notranslate"><span class="pre">clams</span></code> shell command</a></li>
-<li class="toctree-l1"><a class="reference internal" href="../tutorial.html">Tutorial: Wrapping an NLP Application</a></li>
-</ul>
-<p class="caption" role="heading"><span class="caption-text">API documentation:</span></p>
-<ul class="current">
-<li class="toctree-l1 current"><a class="reference internal" href="../modules.html">clams package</a><ul class="current">
-<li class="toctree-l2"><a class="reference internal" href="clams.app.html">clams.app package</a></li>
-<li class="toctree-l2 current"><a class="current reference internal" href="#">clams.appmetadata package</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#clams.appmetadata.AppMetadata"><code class="docutils literal notranslate"><span class="pre">AppMetadata</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.AppMetadata.add_input"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_input()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.AppMetadata.add_more"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_more()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.AppMetadata.add_output"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_output()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.AppMetadata.add_parameter"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_parameter()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.AppMetadata.model_config"><code class="docutils literal notranslate"><span class="pre">AppMetadata.model_config</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#clams.appmetadata.Input"><code class="docutils literal notranslate"><span class="pre">Input</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.add_description"><code class="docutils literal notranslate"><span class="pre">Input.add_description()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.copy"><code class="docutils literal notranslate"><span class="pre">Input.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_config"><code class="docutils literal notranslate"><span class="pre">Input.model_config</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_construct"><code class="docutils literal notranslate"><span class="pre">Input.model_construct()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_copy"><code class="docutils literal notranslate"><span class="pre">Input.model_copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_dump"><code class="docutils literal notranslate"><span class="pre">Input.model_dump()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_dump_json"><code class="docutils literal notranslate"><span class="pre">Input.model_dump_json()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_extra"><code class="docutils literal notranslate"><span class="pre">Input.model_extra</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_fields_set"><code class="docutils literal notranslate"><span class="pre">Input.model_fields_set</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_json_schema"><code class="docutils literal notranslate"><span class="pre">Input.model_json_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_parametrized_name"><code class="docutils literal notranslate"><span class="pre">Input.model_parametrized_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_post_init"><code class="docutils literal notranslate"><span class="pre">Input.model_post_init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_rebuild"><code class="docutils literal notranslate"><span class="pre">Input.model_rebuild()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_validate"><code class="docutils literal notranslate"><span class="pre">Input.model_validate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_validate_json"><code class="docutils literal notranslate"><span class="pre">Input.model_validate_json()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Input.model_validate_strings"><code class="docutils literal notranslate"><span class="pre">Input.model_validate_strings()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#clams.appmetadata.Output"><code class="docutils literal notranslate"><span class="pre">Output</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.add_description"><code class="docutils literal notranslate"><span class="pre">Output.add_description()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.copy"><code class="docutils literal notranslate"><span class="pre">Output.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_config"><code class="docutils literal notranslate"><span class="pre">Output.model_config</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_construct"><code class="docutils literal notranslate"><span class="pre">Output.model_construct()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_copy"><code class="docutils literal notranslate"><span class="pre">Output.model_copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_dump"><code class="docutils literal notranslate"><span class="pre">Output.model_dump()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_dump_json"><code class="docutils literal notranslate"><span class="pre">Output.model_dump_json()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_extra"><code class="docutils literal notranslate"><span class="pre">Output.model_extra</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_fields_set"><code class="docutils literal notranslate"><span class="pre">Output.model_fields_set</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_json_schema"><code class="docutils literal notranslate"><span class="pre">Output.model_json_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_parametrized_name"><code class="docutils literal notranslate"><span class="pre">Output.model_parametrized_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_post_init"><code class="docutils literal notranslate"><span class="pre">Output.model_post_init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_rebuild"><code class="docutils literal notranslate"><span class="pre">Output.model_rebuild()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_validate"><code class="docutils literal notranslate"><span class="pre">Output.model_validate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_validate_json"><code class="docutils literal notranslate"><span class="pre">Output.model_validate_json()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.Output.model_validate_strings"><code class="docutils literal notranslate"><span class="pre">Output.model_validate_strings()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l3"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.copy"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_config"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_config</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_construct"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_construct()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_copy"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_copy()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_dump"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_dump()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_dump_json"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_dump_json()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_extra"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_extra</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_fields_set"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_fields_set</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_json_schema"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_json_schema()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_parametrized_name"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_parametrized_name()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_post_init"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_post_init()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_rebuild"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_rebuild()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_validate"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_validate()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_validate_json"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_validate_json()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.appmetadata.RuntimeParameter.model_validate_strings"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_validate_strings()</span></code></a></li>
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-</li>
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-  <section id="clams-appmetadata-package">
-<h1>clams.appmetadata package<a class="headerlink" href="#clams-appmetadata-package" title="Link to this heading"></a></h1>
-<p>Package providing classes for representing metadata of CLAMS apps.</p>
-<dl class="py class">
-<dt class="sig sig-object py" id="clams.appmetadata.AppMetadata">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.appmetadata.</span></span><span class="sig-name descname"><span class="pre">AppMetadata</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">app_version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mmif_version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">''</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">analyzer_version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">app_license</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">analyzer_license</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">identifier</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AnyHttpUrl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">url</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AnyHttpUrl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#clams.appmetadata.Input" title="clams.appmetadata.Input"><span class="pre">Input</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#clams.appmetadata.Input" title="clams.appmetadata.Input"><span class="pre">Input</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">output</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#clams.appmetadata.Output" title="clams.appmetadata.Output"><span class="pre">Output</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">parameters</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference internal" href="#clams.appmetadata.RuntimeParameter" title="clams.appmetadata.RuntimeParameter"><span class="pre">RuntimeParameter</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">[]</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">dependencies</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">more</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.13)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.AppMetadata" title="Link to this definition"></a></dt>
-<dd><p>Data model that describes a CLAMS app.</p>
-<p>Can be initialized by simply passing all required key-value pairs.</p>
-<p>If you have a pre-generated metadata as an external file, you can read in the file as a <code class="docutils literal notranslate"><span class="pre">dict</span></code> and use it as 
-keyword arguments for initialization. But be careful with keys of which values are automatically generated by the 
-SDK.</p>
-<p>Please refer to &lt;<a class="reference internal" href="../appmetadata.html#appmetadata"><span class="std std-ref">CLAMS App Metadata</span></a>&gt; for the metadata specification.</p>
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.AppMetadata.add_input">
-<span class="sig-name descname"><span class="pre">add_input</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">at_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">TypesBase</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">properties</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#clams.appmetadata.Input" title="clams.appmetadata.Input"><span class="pre">Input</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.AppMetadata.add_input" title="Link to this definition"></a></dt>
-<dd><p>Helper method to add an element to the <code class="docutils literal notranslate"><span class="pre">input</span></code> list.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>at_type</strong> – <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> of the input object</p></li>
-<li><p><strong>required</strong> – whether this type is mandatory or optional</p></li>
-<li><p><strong>properties</strong> – additional property specifications</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>the newly added Input object</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.AppMetadata.add_more">
-<span class="sig-name descname"><span class="pre">add_more</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">value</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.AppMetadata.add_more" title="Link to this definition"></a></dt>
-<dd><p>Helper method to add a k-v pair to the <code class="docutils literal notranslate"><span class="pre">more</span></code> map. 
-:param key: key of an additional metadata
-:param value: value of the additional metadata</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.AppMetadata.add_output">
-<span class="sig-name descname"><span class="pre">add_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">at_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">TypesBase</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">properties</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#clams.appmetadata.Output" title="clams.appmetadata.Output"><span class="pre">Output</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.AppMetadata.add_output" title="Link to this definition"></a></dt>
-<dd><p>Helper method to add an element to the <code class="docutils literal notranslate"><span class="pre">output</span></code> list.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>at_type</strong> – <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> of the input object</p></li>
-<li><p><strong>properties</strong> – additional property specifications</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>the newly added Output object</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.AppMetadata.add_parameter">
-<span class="sig-name descname"><span class="pre">add_parameter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'integer'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'number'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'string'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'boolean'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'map'</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">choices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multivalued</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.AppMetadata.add_parameter" title="Link to this definition"></a></dt>
-<dd><p>Helper method to add an element to the <code class="docutils literal notranslate"><span class="pre">parameters</span></code> list.</p>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.appmetadata.AppMetadata.model_config">
-<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'extra':</span> <span class="pre">'forbid',</span> <span class="pre">'json_schema_extra':</span> <span class="pre">&lt;function</span> <span class="pre">AppMetadata.&lt;lambda&gt;&gt;,</span> <span class="pre">'title':</span> <span class="pre">'CLAMS</span> <span class="pre">AppMetadata',</span> <span class="pre">'validate_by_name':</span> <span class="pre">True}</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.AppMetadata.model_config" title="Link to this definition"></a></dt>
-<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="clams.appmetadata.Input">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.appmetadata.</span></span><span class="sig-name descname"><span class="pre">Input</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">at_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AnyHttpUrl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">properties</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.13)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">required</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input" title="Link to this definition"></a></dt>
-<dd><p>Data model that describes input specification of a CLAMS app.</p>
-<p>CLAMS apps are expected to have at least one input type, and each type must
-be defined by a <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> URI string. If the type has specific properties and values required by the app, 
-they can be described in the (optional) <code class="docutils literal notranslate"><span class="pre">properties</span></code> field. Finally, a human-readable 
-verbose description can be provided in the (optional) <code class="docutils literal notranslate"><span class="pre">description</span></code> field for users.</p>
-<p>Developers should take diligent care to include all input types and their properties in the app metadata.</p>
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.add_description">
-<span class="sig-name descname"><span class="pre">add_description</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.add_description" title="Link to this definition"></a></dt>
-<dd><p>Add description string to the type specification.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.copy">
-<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractSetIntStr</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">MappingIntStrAny</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractSetIntStr</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">MappingIntStrAny</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.copy" title="Link to this definition"></a></dt>
-<dd><p>Returns a copy of the model.</p>
-<dl class="simple">
-<dt>!!! warning “Deprecated”</dt><dd><p>This method is now deprecated; use <cite>model_copy</cite> instead.</p>
-</dd>
-</dl>
-<p>If you need <cite>include</cite> or <cite>exclude</cite>, use:</p>
-<p><code class="docutils literal notranslate"><span class="pre">`python</span> <span class="pre">{test=&quot;skip&quot;</span> <span class="pre">lint=&quot;skip&quot;}</span>
-<span class="pre">data</span> <span class="pre">=</span> <span class="pre">self.model_dump(include=include,</span> <span class="pre">exclude=exclude,</span> <span class="pre">round_trip=True)</span>
-<span class="pre">data</span> <span class="pre">=</span> <span class="pre">{**data,</span> <span class="pre">**(update</span> <span class="pre">or</span> <span class="pre">{})}</span>
-<span class="pre">copied</span> <span class="pre">=</span> <span class="pre">self.model_validate(data)</span>
-<span class="pre">`</span></code></p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>include: Optional set or mapping specifying which fields to include in the copied model.
-exclude: Optional set or mapping specifying which fields to exclude in the copied model.
-update: Optional dictionary of field-value pairs to override field values in the copied model.
-deep: If True, the values of fields that are Pydantic models will be deep-copied.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A copy of the model with included, excluded and updated fields as specified.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_config">
-<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'extra':</span> <span class="pre">'forbid',</span> <span class="pre">'json_schema_extra':</span> <span class="pre">&lt;function</span> <span class="pre">pop_titles&gt;,</span> <span class="pre">'title':</span> <span class="pre">'CLAMS</span> <span class="pre">Input</span> <span class="pre">Specification',</span> <span class="pre">'validate_by_name':</span> <span class="pre">True}</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_config" title="Link to this definition"></a></dt>
-<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_construct">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_construct</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">_fields_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">values</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_construct" title="Link to this definition"></a></dt>
-<dd><p>Creates a new instance of the <cite>Model</cite> class with validated data.</p>
-<p>Creates a new model setting <cite>__dict__</cite> and <cite>__pydantic_fields_set__</cite> from trusted or pre-validated data.
-Default values are respected, but no other validation is performed.</p>
-<dl>
-<dt>!!! note</dt><dd><p><cite>model_construct()</cite> generally respects the <cite>model_config.extra</cite> setting on the provided model.
-That is, if <cite>model_config.extra == ‘allow’</cite>, then all extra passed values are added to the model instance’s <cite>__dict__</cite>
-and <cite>__pydantic_extra__</cite> fields. If <cite>model_config.extra == ‘ignore’</cite> (the default), then all extra passed values are ignored.
-Because no validation is performed with a call to <cite>model_construct()</cite>, having <cite>model_config.extra == ‘forbid’</cite> does not result in
-an error if extra values are passed, but they will be ignored.</p>
-</dd>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>_fields_set: A set of field names that were originally explicitly set during instantiation. If provided,</dt><dd><p>this is directly used for the [<cite>model_fields_set</cite>][pydantic.BaseModel.model_fields_set] attribute.
-Otherwise, the field names from the <cite>values</cite> argument will be used.</p>
-</dd>
-</dl>
-<p>values: Trusted or pre-validated data dictionary.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A new instance of the <cite>Model</cite> class with validated data.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_copy">
-<span class="sig-name descname"><span class="pre">model_copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_copy" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_copy</cite>](../concepts/serialization.md#model_copy)</p>
-</dd>
-</dl>
-<p>Returns a copy of the model.</p>
-<dl>
-<dt>!!! note</dt><dd><p>The underlying instance’s [<cite>__dict__</cite>][object.__dict__] attribute is copied. This
-might have unexpected side effects if you store anything in it, on top of the model
-fields (e.g. the value of [cached properties][functools.cached_property]).</p>
-</dd>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>update: Values to change/add in the new model. Note: the data is not validated</dt><dd><p>before creating the new model. You should trust this data.</p>
-</dd>
-</dl>
-<p>deep: Set to <cite>True</cite> to make a deep copy of the model.</p>
-</dd>
-<dt>Returns:</dt><dd><p>New model instance.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_dump">
-<span class="sig-name descname"><span class="pre">model_dump</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'json'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'python'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'python'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_unset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">round_trip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'none'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'warn'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'error'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fallback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">serialize_as_any</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_dump" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_dump</cite>](../concepts/serialization.md#modelmodel_dump)</p>
-</dd>
-</dl>
-<p>Generate a dictionary representation of the model, optionally specifying which fields to include or exclude.</p>
-<dl>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>mode: The mode in which <cite>to_python</cite> should run.</dt><dd><p>If mode is ‘json’, the output will only contain JSON serializable types.
-If mode is ‘python’, the output may contain non-JSON-serializable Python objects.</p>
-</dd>
-</dl>
-<p>include: A set of fields to include in the output.
-exclude: A set of fields to exclude from the output.
-context: Additional context to pass to the serializer.
-by_alias: Whether to use the field’s alias in the dictionary key if defined.
-exclude_unset: Whether to exclude fields that have not been explicitly set.
-exclude_defaults: Whether to exclude fields that are set to their default value.
-exclude_none: Whether to exclude fields that have a value of <cite>None</cite>.
-round_trip: If True, dumped values should be valid as input for non-idempotent types such as Json[T].
-warnings: How to handle serialization errors. False/”none” ignores them, True/”warn” logs errors,</p>
-<blockquote>
-<div><p>“error” raises a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError].</p>
-</div></blockquote>
-<dl class="simple">
-<dt>fallback: A function to call when an unknown value is encountered. If not provided,</dt><dd><p>a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError] error is raised.</p>
-</dd>
-</dl>
-<p>serialize_as_any: Whether to serialize fields with duck-typing serialization behavior.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A dictionary representation of the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_dump_json">
-<span class="sig-name descname"><span class="pre">model_dump_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indent</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_unset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">round_trip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'none'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'warn'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'error'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fallback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">serialize_as_any</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_dump_json" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_dump_json</cite>](../concepts/serialization.md#modelmodel_dump_json)</p>
-</dd>
-</dl>
-<p>Generates a JSON representation of the model using Pydantic’s <cite>to_json</cite> method.</p>
-<dl>
-<dt>Args:</dt><dd><p>indent: Indentation to use in the JSON output. If None is passed, the output will be compact.
-include: Field(s) to include in the JSON output.
-exclude: Field(s) to exclude from the JSON output.
-context: Additional context to pass to the serializer.
-by_alias: Whether to serialize using field aliases.
-exclude_unset: Whether to exclude fields that have not been explicitly set.
-exclude_defaults: Whether to exclude fields that are set to their default value.
-exclude_none: Whether to exclude fields that have a value of <cite>None</cite>.
-round_trip: If True, dumped values should be valid as input for non-idempotent types such as Json[T].
-warnings: How to handle serialization errors. False/”none” ignores them, True/”warn” logs errors,</p>
-<blockquote>
-<div><p>“error” raises a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError].</p>
-</div></blockquote>
-<dl class="simple">
-<dt>fallback: A function to call when an unknown value is encountered. If not provided,</dt><dd><p>a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError] error is raised.</p>
-</dd>
-</dl>
-<p>serialize_as_any: Whether to serialize fields with duck-typing serialization behavior.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A JSON string representation of the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py property">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_extra">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_extra</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_extra" title="Link to this definition"></a></dt>
-<dd><p>Get extra fields set during validation.</p>
-<dl class="simple">
-<dt>Returns:</dt><dd><p>A dictionary of extra fields, or <cite>None</cite> if <cite>config.extra</cite> is not set to <cite>“allow”</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py property">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_fields_set">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_fields_set</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_fields_set" title="Link to this definition"></a></dt>
-<dd><p>Returns the set of fields that have been explicitly set on this model instance.</p>
-<dl class="simple">
-<dt>Returns:</dt><dd><dl class="simple">
-<dt>A set of strings representing the fields that have been set,</dt><dd><p>i.e. that were not filled from defaults.</p>
-</dd>
-</dl>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_json_schema">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_json_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">by_alias:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_template:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'#/$defs/{model}'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema_generator:</span> <span class="pre">type[~pydantic.json_schema.GenerateJsonSchema]</span> <span class="pre">=</span> <span class="pre">&lt;class</span> <span class="pre">'pydantic.json_schema.GenerateJsonSchema'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode:</span> <span class="pre">~typing.Literal['validation'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">'serialization']</span> <span class="pre">=</span> <span class="pre">'validation'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_json_schema" title="Link to this definition"></a></dt>
-<dd><p>Generates a JSON schema for a model class.</p>
-<dl>
-<dt>Args:</dt><dd><p>by_alias: Whether to use attribute aliases or not.
-ref_template: The reference template.
-schema_generator: To override the logic used to generate the JSON schema, as a subclass of</p>
-<blockquote>
-<div><p><cite>GenerateJsonSchema</cite> with your desired modifications</p>
-</div></blockquote>
-<p>mode: The mode in which to generate the schema.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The JSON schema for the given model class.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_parametrized_name">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_parametrized_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_parametrized_name" title="Link to this definition"></a></dt>
-<dd><p>Compute the class name for parametrizations of generic classes.</p>
-<p>This method can be overridden to achieve a custom naming scheme for generic BaseModels.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><dl class="simple">
-<dt>params: Tuple of types of the class. Given a generic class</dt><dd><p><cite>Model</cite> with 2 type variables and a concrete model <cite>Model[str, int]</cite>,
-the value <cite>(str, int)</cite> would be passed to <cite>params</cite>.</p>
-</dd>
-</dl>
-</dd>
-<dt>Returns:</dt><dd><p>String representing the new class where <cite>params</cite> are passed to <cite>cls</cite> as type variables.</p>
-</dd>
-<dt>Raises:</dt><dd><p>TypeError: Raised when trying to generate concrete names for non-generic models.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_post_init">
-<span class="sig-name descname"><span class="pre">model_post_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_post_init" title="Link to this definition"></a></dt>
-<dd><p>Override this method to perform additional initialization after <cite>__init__</cite> and <cite>model_construct</cite>.
-This is useful if you want to do some validation that requires the entire model to be initialized.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_rebuild">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_rebuild</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_parent_namespace_depth</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_types_namespace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">MappingNamespace</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_rebuild" title="Link to this definition"></a></dt>
-<dd><p>Try to rebuild the pydantic-core schema for the model.</p>
-<p>This may be necessary when one of the annotations is a ForwardRef which could not be resolved during
-the initial attempt to build the schema, and automatic rebuilding fails.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>force: Whether to force the rebuilding of the model schema, defaults to <cite>False</cite>.
-raise_errors: Whether to raise errors, defaults to <cite>True</cite>.
-_parent_namespace_depth: The depth level of the parent namespace, defaults to 2.
-_types_namespace: The types namespace, defaults to <cite>None</cite>.</p>
-</dd>
-<dt>Returns:</dt><dd><p>Returns <cite>None</cite> if the schema is already “complete” and rebuilding was not required.
-If rebuilding _was_ required, returns <cite>True</cite> if rebuilding was successful, otherwise <cite>False</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_validate">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_attributes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_validate" title="Link to this definition"></a></dt>
-<dd><p>Validate a pydantic model instance.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>obj: The object to validate.
-strict: Whether to enforce types strictly.
-from_attributes: Whether to extract data from object attributes.
-context: Additional context to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Raises:</dt><dd><p>ValidationError: If the object could not be validated.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated model instance.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_validate_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.13)"><span class="pre">bytes</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytearray" title="(in Python v3.13)"><span class="pre">bytearray</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_validate_json" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[JSON Parsing](../concepts/json.md#json-parsing)</p>
-</dd>
-</dl>
-<p>Validate the given JSON data against the Pydantic model.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>json_data: The JSON data to validate.
-strict: Whether to enforce types strictly.
-context: Extra variables to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated Pydantic model.</p>
-</dd>
-<dt>Raises:</dt><dd><p>ValidationError: If <cite>json_data</cite> is not a JSON string or the object could not be validated.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Input.model_validate_strings">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Input.model_validate_strings" title="Link to this definition"></a></dt>
-<dd><p>Validate the given object with string data against the Pydantic model.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>obj: The object containing string data to validate.
-strict: Whether to enforce types strictly.
-context: Extra variables to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated Pydantic model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="clams.appmetadata.Output">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.appmetadata.</span></span><span class="sig-name descname"><span class="pre">Output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">at_type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AnyHttpUrl</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">properties</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Dict" title="(in Python v3.13)"><span class="pre">Dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">{}</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output" title="Link to this definition"></a></dt>
-<dd><p>Data model that describes output specification of a CLAMS app.</p>
-<p>CLAMS apps are expected to have at least one output type, and each type must
-be defined by a <code class="docutils literal notranslate"><span class="pre">&#64;type</span></code> URI string. If the type has common properties and values generated by the app, 
-they can be described in the (optional) <code class="docutils literal notranslate"><span class="pre">properties</span></code> field. Finally, a human-readable 
-verbose description can be provided in the (optional) <code class="docutils literal notranslate"><span class="pre">description</span></code> field for users.</p>
-<p>Developers should take diligent care to include all output types and their properties in the app metadata. To 
-specify the property values, developers can use an actual value (for full match) or <code class="docutils literal notranslate"><span class="pre">'*'</span></code> (for any value).</p>
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.add_description">
-<span class="sig-name descname"><span class="pre">add_description</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.add_description" title="Link to this definition"></a></dt>
-<dd><p>Add description string to the type specification.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.copy">
-<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractSetIntStr</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">MappingIntStrAny</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractSetIntStr</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">MappingIntStrAny</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.copy" title="Link to this definition"></a></dt>
-<dd><p>Returns a copy of the model.</p>
-<dl class="simple">
-<dt>!!! warning “Deprecated”</dt><dd><p>This method is now deprecated; use <cite>model_copy</cite> instead.</p>
-</dd>
-</dl>
-<p>If you need <cite>include</cite> or <cite>exclude</cite>, use:</p>
-<p><code class="docutils literal notranslate"><span class="pre">`python</span> <span class="pre">{test=&quot;skip&quot;</span> <span class="pre">lint=&quot;skip&quot;}</span>
-<span class="pre">data</span> <span class="pre">=</span> <span class="pre">self.model_dump(include=include,</span> <span class="pre">exclude=exclude,</span> <span class="pre">round_trip=True)</span>
-<span class="pre">data</span> <span class="pre">=</span> <span class="pre">{**data,</span> <span class="pre">**(update</span> <span class="pre">or</span> <span class="pre">{})}</span>
-<span class="pre">copied</span> <span class="pre">=</span> <span class="pre">self.model_validate(data)</span>
-<span class="pre">`</span></code></p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>include: Optional set or mapping specifying which fields to include in the copied model.
-exclude: Optional set or mapping specifying which fields to exclude in the copied model.
-update: Optional dictionary of field-value pairs to override field values in the copied model.
-deep: If True, the values of fields that are Pydantic models will be deep-copied.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A copy of the model with included, excluded and updated fields as specified.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_config">
-<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'extra':</span> <span class="pre">'forbid',</span> <span class="pre">'json_schema_extra':</span> <span class="pre">&lt;function</span> <span class="pre">pop_titles&gt;,</span> <span class="pre">'title':</span> <span class="pre">'CLAMS</span> <span class="pre">Output</span> <span class="pre">Specification',</span> <span class="pre">'validate_by_name':</span> <span class="pre">True}</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_config" title="Link to this definition"></a></dt>
-<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_construct">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_construct</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">_fields_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">values</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_construct" title="Link to this definition"></a></dt>
-<dd><p>Creates a new instance of the <cite>Model</cite> class with validated data.</p>
-<p>Creates a new model setting <cite>__dict__</cite> and <cite>__pydantic_fields_set__</cite> from trusted or pre-validated data.
-Default values are respected, but no other validation is performed.</p>
-<dl>
-<dt>!!! note</dt><dd><p><cite>model_construct()</cite> generally respects the <cite>model_config.extra</cite> setting on the provided model.
-That is, if <cite>model_config.extra == ‘allow’</cite>, then all extra passed values are added to the model instance’s <cite>__dict__</cite>
-and <cite>__pydantic_extra__</cite> fields. If <cite>model_config.extra == ‘ignore’</cite> (the default), then all extra passed values are ignored.
-Because no validation is performed with a call to <cite>model_construct()</cite>, having <cite>model_config.extra == ‘forbid’</cite> does not result in
-an error if extra values are passed, but they will be ignored.</p>
-</dd>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>_fields_set: A set of field names that were originally explicitly set during instantiation. If provided,</dt><dd><p>this is directly used for the [<cite>model_fields_set</cite>][pydantic.BaseModel.model_fields_set] attribute.
-Otherwise, the field names from the <cite>values</cite> argument will be used.</p>
-</dd>
-</dl>
-<p>values: Trusted or pre-validated data dictionary.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A new instance of the <cite>Model</cite> class with validated data.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_copy">
-<span class="sig-name descname"><span class="pre">model_copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_copy" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_copy</cite>](../concepts/serialization.md#model_copy)</p>
-</dd>
-</dl>
-<p>Returns a copy of the model.</p>
-<dl>
-<dt>!!! note</dt><dd><p>The underlying instance’s [<cite>__dict__</cite>][object.__dict__] attribute is copied. This
-might have unexpected side effects if you store anything in it, on top of the model
-fields (e.g. the value of [cached properties][functools.cached_property]).</p>
-</dd>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>update: Values to change/add in the new model. Note: the data is not validated</dt><dd><p>before creating the new model. You should trust this data.</p>
-</dd>
-</dl>
-<p>deep: Set to <cite>True</cite> to make a deep copy of the model.</p>
-</dd>
-<dt>Returns:</dt><dd><p>New model instance.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_dump">
-<span class="sig-name descname"><span class="pre">model_dump</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'json'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'python'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'python'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_unset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">round_trip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'none'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'warn'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'error'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fallback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">serialize_as_any</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_dump" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_dump</cite>](../concepts/serialization.md#modelmodel_dump)</p>
-</dd>
-</dl>
-<p>Generate a dictionary representation of the model, optionally specifying which fields to include or exclude.</p>
-<dl>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>mode: The mode in which <cite>to_python</cite> should run.</dt><dd><p>If mode is ‘json’, the output will only contain JSON serializable types.
-If mode is ‘python’, the output may contain non-JSON-serializable Python objects.</p>
-</dd>
-</dl>
-<p>include: A set of fields to include in the output.
-exclude: A set of fields to exclude from the output.
-context: Additional context to pass to the serializer.
-by_alias: Whether to use the field’s alias in the dictionary key if defined.
-exclude_unset: Whether to exclude fields that have not been explicitly set.
-exclude_defaults: Whether to exclude fields that are set to their default value.
-exclude_none: Whether to exclude fields that have a value of <cite>None</cite>.
-round_trip: If True, dumped values should be valid as input for non-idempotent types such as Json[T].
-warnings: How to handle serialization errors. False/”none” ignores them, True/”warn” logs errors,</p>
-<blockquote>
-<div><p>“error” raises a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError].</p>
-</div></blockquote>
-<dl class="simple">
-<dt>fallback: A function to call when an unknown value is encountered. If not provided,</dt><dd><p>a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError] error is raised.</p>
-</dd>
-</dl>
-<p>serialize_as_any: Whether to serialize fields with duck-typing serialization behavior.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A dictionary representation of the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_dump_json">
-<span class="sig-name descname"><span class="pre">model_dump_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indent</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_unset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">round_trip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'none'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'warn'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'error'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fallback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">serialize_as_any</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_dump_json" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_dump_json</cite>](../concepts/serialization.md#modelmodel_dump_json)</p>
-</dd>
-</dl>
-<p>Generates a JSON representation of the model using Pydantic’s <cite>to_json</cite> method.</p>
-<dl>
-<dt>Args:</dt><dd><p>indent: Indentation to use in the JSON output. If None is passed, the output will be compact.
-include: Field(s) to include in the JSON output.
-exclude: Field(s) to exclude from the JSON output.
-context: Additional context to pass to the serializer.
-by_alias: Whether to serialize using field aliases.
-exclude_unset: Whether to exclude fields that have not been explicitly set.
-exclude_defaults: Whether to exclude fields that are set to their default value.
-exclude_none: Whether to exclude fields that have a value of <cite>None</cite>.
-round_trip: If True, dumped values should be valid as input for non-idempotent types such as Json[T].
-warnings: How to handle serialization errors. False/”none” ignores them, True/”warn” logs errors,</p>
-<blockquote>
-<div><p>“error” raises a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError].</p>
-</div></blockquote>
-<dl class="simple">
-<dt>fallback: A function to call when an unknown value is encountered. If not provided,</dt><dd><p>a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError] error is raised.</p>
-</dd>
-</dl>
-<p>serialize_as_any: Whether to serialize fields with duck-typing serialization behavior.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A JSON string representation of the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py property">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_extra">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_extra</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_extra" title="Link to this definition"></a></dt>
-<dd><p>Get extra fields set during validation.</p>
-<dl class="simple">
-<dt>Returns:</dt><dd><p>A dictionary of extra fields, or <cite>None</cite> if <cite>config.extra</cite> is not set to <cite>“allow”</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py property">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_fields_set">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_fields_set</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_fields_set" title="Link to this definition"></a></dt>
-<dd><p>Returns the set of fields that have been explicitly set on this model instance.</p>
-<dl class="simple">
-<dt>Returns:</dt><dd><dl class="simple">
-<dt>A set of strings representing the fields that have been set,</dt><dd><p>i.e. that were not filled from defaults.</p>
-</dd>
-</dl>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_json_schema">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_json_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">by_alias:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_template:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'#/$defs/{model}'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema_generator:</span> <span class="pre">type[~pydantic.json_schema.GenerateJsonSchema]</span> <span class="pre">=</span> <span class="pre">&lt;class</span> <span class="pre">'pydantic.json_schema.GenerateJsonSchema'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode:</span> <span class="pre">~typing.Literal['validation'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">'serialization']</span> <span class="pre">=</span> <span class="pre">'validation'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_json_schema" title="Link to this definition"></a></dt>
-<dd><p>Generates a JSON schema for a model class.</p>
-<dl>
-<dt>Args:</dt><dd><p>by_alias: Whether to use attribute aliases or not.
-ref_template: The reference template.
-schema_generator: To override the logic used to generate the JSON schema, as a subclass of</p>
-<blockquote>
-<div><p><cite>GenerateJsonSchema</cite> with your desired modifications</p>
-</div></blockquote>
-<p>mode: The mode in which to generate the schema.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The JSON schema for the given model class.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_parametrized_name">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_parametrized_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_parametrized_name" title="Link to this definition"></a></dt>
-<dd><p>Compute the class name for parametrizations of generic classes.</p>
-<p>This method can be overridden to achieve a custom naming scheme for generic BaseModels.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><dl class="simple">
-<dt>params: Tuple of types of the class. Given a generic class</dt><dd><p><cite>Model</cite> with 2 type variables and a concrete model <cite>Model[str, int]</cite>,
-the value <cite>(str, int)</cite> would be passed to <cite>params</cite>.</p>
-</dd>
-</dl>
-</dd>
-<dt>Returns:</dt><dd><p>String representing the new class where <cite>params</cite> are passed to <cite>cls</cite> as type variables.</p>
-</dd>
-<dt>Raises:</dt><dd><p>TypeError: Raised when trying to generate concrete names for non-generic models.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_post_init">
-<span class="sig-name descname"><span class="pre">model_post_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_post_init" title="Link to this definition"></a></dt>
-<dd><p>Override this method to perform additional initialization after <cite>__init__</cite> and <cite>model_construct</cite>.
-This is useful if you want to do some validation that requires the entire model to be initialized.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_rebuild">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_rebuild</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_parent_namespace_depth</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_types_namespace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">MappingNamespace</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_rebuild" title="Link to this definition"></a></dt>
-<dd><p>Try to rebuild the pydantic-core schema for the model.</p>
-<p>This may be necessary when one of the annotations is a ForwardRef which could not be resolved during
-the initial attempt to build the schema, and automatic rebuilding fails.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>force: Whether to force the rebuilding of the model schema, defaults to <cite>False</cite>.
-raise_errors: Whether to raise errors, defaults to <cite>True</cite>.
-_parent_namespace_depth: The depth level of the parent namespace, defaults to 2.
-_types_namespace: The types namespace, defaults to <cite>None</cite>.</p>
-</dd>
-<dt>Returns:</dt><dd><p>Returns <cite>None</cite> if the schema is already “complete” and rebuilding was not required.
-If rebuilding _was_ required, returns <cite>True</cite> if rebuilding was successful, otherwise <cite>False</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_validate">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_attributes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_validate" title="Link to this definition"></a></dt>
-<dd><p>Validate a pydantic model instance.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>obj: The object to validate.
-strict: Whether to enforce types strictly.
-from_attributes: Whether to extract data from object attributes.
-context: Additional context to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Raises:</dt><dd><p>ValidationError: If the object could not be validated.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated model instance.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_validate_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.13)"><span class="pre">bytes</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytearray" title="(in Python v3.13)"><span class="pre">bytearray</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_validate_json" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[JSON Parsing](../concepts/json.md#json-parsing)</p>
-</dd>
-</dl>
-<p>Validate the given JSON data against the Pydantic model.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>json_data: The JSON data to validate.
-strict: Whether to enforce types strictly.
-context: Extra variables to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated Pydantic model.</p>
-</dd>
-<dt>Raises:</dt><dd><p>ValidationError: If <cite>json_data</cite> is not a JSON string or the object could not be validated.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.Output.model_validate_strings">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.Output.model_validate_strings" title="Link to this definition"></a></dt>
-<dd><p>Validate the given object with string data against the Pydantic model.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>obj: The object containing string data to validate.
-strict: Whether to enforce types strictly.
-context: Extra variables to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated Pydantic model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.appmetadata.</span></span><span class="sig-name descname"><span class="pre">RuntimeParameter</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">description</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'integer'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'number'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'string'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'boolean'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'map'</span></span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">choices</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">default</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Annotated" title="(in Python v3.13)"><span class="pre">Annotated</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.List" title="(in Python v3.13)"><span class="pre">List</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#float" title="(in Python v3.13)"><span class="pre">float</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">_PydanticGeneralMetadata</span><span class="p"><span class="pre">(</span></span><span class="n"><span class="pre">union_mode</span></span><span class="o"><span class="pre">=</span></span><span class="s"><span class="pre">'left_to_right'</span></span><span class="p"><span class="pre">)</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">multivalued</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter" title="Link to this definition"></a></dt>
-<dd><p>Defines a data model that describes a single runtime configuration of a CLAMS app. 
-Usually, an app keeps a list of these configuration specifications in the <code class="docutils literal notranslate"><span class="pre">parameters</span></code> field. 
-When initializing a RuntimeParameter object in python the value for the default field must be a string. 
-For example, if you want to set a default value for a boolean parameter, use any of <code class="docutils literal notranslate"><span class="pre">'True'</span></code>, <code class="docutils literal notranslate"><span class="pre">'true'</span></code>, <code class="docutils literal notranslate"><span class="pre">'t'</span></code>,
-or their falsy counterpart, instead of <code class="docutils literal notranslate"><span class="pre">True</span></code> or <code class="docutils literal notranslate"><span class="pre">False</span></code></p>
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.copy">
-<span class="sig-name descname"><span class="pre">copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractSetIntStr</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">MappingIntStrAny</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AbstractSetIntStr</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">MappingIntStrAny</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">Any</span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.copy" title="Link to this definition"></a></dt>
-<dd><p>Returns a copy of the model.</p>
-<dl class="simple">
-<dt>!!! warning “Deprecated”</dt><dd><p>This method is now deprecated; use <cite>model_copy</cite> instead.</p>
-</dd>
-</dl>
-<p>If you need <cite>include</cite> or <cite>exclude</cite>, use:</p>
-<p><code class="docutils literal notranslate"><span class="pre">`python</span> <span class="pre">{test=&quot;skip&quot;</span> <span class="pre">lint=&quot;skip&quot;}</span>
-<span class="pre">data</span> <span class="pre">=</span> <span class="pre">self.model_dump(include=include,</span> <span class="pre">exclude=exclude,</span> <span class="pre">round_trip=True)</span>
-<span class="pre">data</span> <span class="pre">=</span> <span class="pre">{**data,</span> <span class="pre">**(update</span> <span class="pre">or</span> <span class="pre">{})}</span>
-<span class="pre">copied</span> <span class="pre">=</span> <span class="pre">self.model_validate(data)</span>
-<span class="pre">`</span></code></p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>include: Optional set or mapping specifying which fields to include in the copied model.
-exclude: Optional set or mapping specifying which fields to exclude in the copied model.
-update: Optional dictionary of field-value pairs to override field values in the copied model.
-deep: If True, the values of fields that are Pydantic models will be deep-copied.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A copy of the model with included, excluded and updated fields as specified.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_config">
-<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'extra':</span> <span class="pre">'forbid',</span> <span class="pre">'json_schema_extra':</span> <span class="pre">&lt;function</span> <span class="pre">pop_titles&gt;,</span> <span class="pre">'title':</span> <span class="pre">'CLAMS</span> <span class="pre">App</span> <span class="pre">Runtime</span> <span class="pre">Parameter'}</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_config" title="Link to this definition"></a></dt>
-<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_construct">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_construct</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">_fields_set</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">values</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_construct" title="Link to this definition"></a></dt>
-<dd><p>Creates a new instance of the <cite>Model</cite> class with validated data.</p>
-<p>Creates a new model setting <cite>__dict__</cite> and <cite>__pydantic_fields_set__</cite> from trusted or pre-validated data.
-Default values are respected, but no other validation is performed.</p>
-<dl>
-<dt>!!! note</dt><dd><p><cite>model_construct()</cite> generally respects the <cite>model_config.extra</cite> setting on the provided model.
-That is, if <cite>model_config.extra == ‘allow’</cite>, then all extra passed values are added to the model instance’s <cite>__dict__</cite>
-and <cite>__pydantic_extra__</cite> fields. If <cite>model_config.extra == ‘ignore’</cite> (the default), then all extra passed values are ignored.
-Because no validation is performed with a call to <cite>model_construct()</cite>, having <cite>model_config.extra == ‘forbid’</cite> does not result in
-an error if extra values are passed, but they will be ignored.</p>
-</dd>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>_fields_set: A set of field names that were originally explicitly set during instantiation. If provided,</dt><dd><p>this is directly used for the [<cite>model_fields_set</cite>][pydantic.BaseModel.model_fields_set] attribute.
-Otherwise, the field names from the <cite>values</cite> argument will be used.</p>
-</dd>
-</dl>
-<p>values: Trusted or pre-validated data dictionary.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A new instance of the <cite>Model</cite> class with validated data.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_copy">
-<span class="sig-name descname"><span class="pre">model_copy</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">update</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">deep</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_copy" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_copy</cite>](../concepts/serialization.md#model_copy)</p>
-</dd>
-</dl>
-<p>Returns a copy of the model.</p>
-<dl>
-<dt>!!! note</dt><dd><p>The underlying instance’s [<cite>__dict__</cite>][object.__dict__] attribute is copied. This
-might have unexpected side effects if you store anything in it, on top of the model
-fields (e.g. the value of [cached properties][functools.cached_property]).</p>
-</dd>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>update: Values to change/add in the new model. Note: the data is not validated</dt><dd><p>before creating the new model. You should trust this data.</p>
-</dd>
-</dl>
-<p>deep: Set to <cite>True</cite> to make a deep copy of the model.</p>
-</dd>
-<dt>Returns:</dt><dd><p>New model instance.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_dump">
-<span class="sig-name descname"><span class="pre">model_dump</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'json'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'python'</span></span><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'python'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_unset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">round_trip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'none'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'warn'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'error'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fallback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">serialize_as_any</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_dump" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_dump</cite>](../concepts/serialization.md#modelmodel_dump)</p>
-</dd>
-</dl>
-<p>Generate a dictionary representation of the model, optionally specifying which fields to include or exclude.</p>
-<dl>
-<dt>Args:</dt><dd><dl class="simple">
-<dt>mode: The mode in which <cite>to_python</cite> should run.</dt><dd><p>If mode is ‘json’, the output will only contain JSON serializable types.
-If mode is ‘python’, the output may contain non-JSON-serializable Python objects.</p>
-</dd>
-</dl>
-<p>include: A set of fields to include in the output.
-exclude: A set of fields to exclude from the output.
-context: Additional context to pass to the serializer.
-by_alias: Whether to use the field’s alias in the dictionary key if defined.
-exclude_unset: Whether to exclude fields that have not been explicitly set.
-exclude_defaults: Whether to exclude fields that are set to their default value.
-exclude_none: Whether to exclude fields that have a value of <cite>None</cite>.
-round_trip: If True, dumped values should be valid as input for non-idempotent types such as Json[T].
-warnings: How to handle serialization errors. False/”none” ignores them, True/”warn” logs errors,</p>
-<blockquote>
-<div><p>“error” raises a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError].</p>
-</div></blockquote>
-<dl class="simple">
-<dt>fallback: A function to call when an unknown value is encountered. If not provided,</dt><dd><p>a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError] error is raised.</p>
-</dd>
-</dl>
-<p>serialize_as_any: Whether to serialize fields with duck-typing serialization behavior.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A dictionary representation of the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_dump_json">
-<span class="sig-name descname"><span class="pre">model_dump_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">indent</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">include</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/collections.abc.html#collections.abc.Mapping" title="(in Python v3.13)"><span class="pre">Mapping</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">IncEx</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_unset</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_defaults</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">exclude_none</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">round_trip</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">warnings</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Literal" title="(in Python v3.13)"><span class="pre">Literal</span></a><span class="p"><span class="pre">[</span></span><span class="s"><span class="pre">'none'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'warn'</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="s"><span class="pre">'error'</span></span><span class="p"><span class="pre">]</span></span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">fallback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Callable" title="(in Python v3.13)"><span class="pre">Callable</span></a><span class="p"><span class="pre">[</span></span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">serialize_as_any</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_dump_json" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[<cite>model_dump_json</cite>](../concepts/serialization.md#modelmodel_dump_json)</p>
-</dd>
-</dl>
-<p>Generates a JSON representation of the model using Pydantic’s <cite>to_json</cite> method.</p>
-<dl>
-<dt>Args:</dt><dd><p>indent: Indentation to use in the JSON output. If None is passed, the output will be compact.
-include: Field(s) to include in the JSON output.
-exclude: Field(s) to exclude from the JSON output.
-context: Additional context to pass to the serializer.
-by_alias: Whether to serialize using field aliases.
-exclude_unset: Whether to exclude fields that have not been explicitly set.
-exclude_defaults: Whether to exclude fields that are set to their default value.
-exclude_none: Whether to exclude fields that have a value of <cite>None</cite>.
-round_trip: If True, dumped values should be valid as input for non-idempotent types such as Json[T].
-warnings: How to handle serialization errors. False/”none” ignores them, True/”warn” logs errors,</p>
-<blockquote>
-<div><p>“error” raises a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError].</p>
-</div></blockquote>
-<dl class="simple">
-<dt>fallback: A function to call when an unknown value is encountered. If not provided,</dt><dd><p>a [<cite>PydanticSerializationError</cite>][pydantic_core.PydanticSerializationError] error is raised.</p>
-</dd>
-</dl>
-<p>serialize_as_any: Whether to serialize fields with duck-typing serialization behavior.</p>
-</dd>
-<dt>Returns:</dt><dd><p>A JSON string representation of the model.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py property">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_extra">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_extra</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_extra" title="Link to this definition"></a></dt>
-<dd><p>Get extra fields set during validation.</p>
-<dl class="simple">
-<dt>Returns:</dt><dd><p>A dictionary of extra fields, or <cite>None</cite> if <cite>config.extra</cite> is not set to <cite>“allow”</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py property">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_fields_set">
-<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_fields_set</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#set" title="(in Python v3.13)"><span class="pre">set</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_fields_set" title="Link to this definition"></a></dt>
-<dd><p>Returns the set of fields that have been explicitly set on this model instance.</p>
-<dl class="simple">
-<dt>Returns:</dt><dd><dl class="simple">
-<dt>A set of strings representing the fields that have been set,</dt><dd><p>i.e. that were not filled from defaults.</p>
-</dd>
-</dl>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_json_schema">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_json_schema</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">by_alias:</span> <span class="pre">bool</span> <span class="pre">=</span> <span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">ref_template:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'#/$defs/{model}'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">schema_generator:</span> <span class="pre">type[~pydantic.json_schema.GenerateJsonSchema]</span> <span class="pre">=</span> <span class="pre">&lt;class</span> <span class="pre">'pydantic.json_schema.GenerateJsonSchema'&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">mode:</span> <span class="pre">~typing.Literal['validation'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">'serialization']</span> <span class="pre">=</span> <span class="pre">'validation'</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#dict" title="(in Python v3.13)"><span class="pre">dict</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">,</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_json_schema" title="Link to this definition"></a></dt>
-<dd><p>Generates a JSON schema for a model class.</p>
-<dl>
-<dt>Args:</dt><dd><p>by_alias: Whether to use attribute aliases or not.
-ref_template: The reference template.
-schema_generator: To override the logic used to generate the JSON schema, as a subclass of</p>
-<blockquote>
-<div><p><cite>GenerateJsonSchema</cite> with your desired modifications</p>
-</div></blockquote>
-<p>mode: The mode in which to generate the schema.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The JSON schema for the given model class.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_parametrized_name">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_parametrized_name</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">params</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#tuple" title="(in Python v3.13)"><span class="pre">tuple</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/functions.html#type" title="(in Python v3.13)"><span class="pre">type</span></a><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="p"><span class="pre">...</span></span><span class="p"><span class="pre">]</span></span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_parametrized_name" title="Link to this definition"></a></dt>
-<dd><p>Compute the class name for parametrizations of generic classes.</p>
-<p>This method can be overridden to achieve a custom naming scheme for generic BaseModels.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><dl class="simple">
-<dt>params: Tuple of types of the class. Given a generic class</dt><dd><p><cite>Model</cite> with 2 type variables and a concrete model <cite>Model[str, int]</cite>,
-the value <cite>(str, int)</cite> would be passed to <cite>params</cite>.</p>
-</dd>
-</dl>
-</dd>
-<dt>Returns:</dt><dd><p>String representing the new class where <cite>params</cite> are passed to <cite>cls</cite> as type variables.</p>
-</dd>
-<dt>Raises:</dt><dd><p>TypeError: Raised when trying to generate concrete names for non-generic models.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_post_init">
-<span class="sig-name descname"><span class="pre">model_post_init</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">/</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_post_init" title="Link to this definition"></a></dt>
-<dd><p>Override this method to perform additional initialization after <cite>__init__</cite> and <cite>model_construct</cite>.
-This is useful if you want to do some validation that requires the entire model to be initialized.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_rebuild">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_rebuild</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">force</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">raise_errors</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_parent_namespace_depth</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">2</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">_types_namespace</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">MappingNamespace</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_rebuild" title="Link to this definition"></a></dt>
-<dd><p>Try to rebuild the pydantic-core schema for the model.</p>
-<p>This may be necessary when one of the annotations is a ForwardRef which could not be resolved during
-the initial attempt to build the schema, and automatic rebuilding fails.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>force: Whether to force the rebuilding of the model schema, defaults to <cite>False</cite>.
-raise_errors: Whether to raise errors, defaults to <cite>True</cite>.
-_parent_namespace_depth: The depth level of the parent namespace, defaults to 2.
-_types_namespace: The types namespace, defaults to <cite>None</cite>.</p>
-</dd>
-<dt>Returns:</dt><dd><p>Returns <cite>None</cite> if the schema is already “complete” and rebuilding was not required.
-If rebuilding _was_ required, returns <cite>True</cite> if rebuilding was successful, otherwise <cite>False</cite>.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_validate">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">from_attributes</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_validate" title="Link to this definition"></a></dt>
-<dd><p>Validate a pydantic model instance.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>obj: The object to validate.
-strict: Whether to enforce types strictly.
-from_attributes: Whether to extract data from object attributes.
-context: Additional context to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Raises:</dt><dd><p>ValidationError: If the object could not be validated.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated model instance.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_validate_json">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate_json</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_data</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytes" title="(in Python v3.13)"><span class="pre">bytes</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#bytearray" title="(in Python v3.13)"><span class="pre">bytearray</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_validate_json" title="Link to this definition"></a></dt>
-<dd><dl class="simple">
-<dt>!!! abstract “Usage Documentation”</dt><dd><p>[JSON Parsing](../concepts/json.md#json-parsing)</p>
-</dd>
-</dl>
-<p>Validate the given JSON data against the Pydantic model.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>json_data: The JSON data to validate.
-strict: Whether to enforce types strictly.
-context: Extra variables to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated Pydantic model.</p>
-</dd>
-<dt>Raises:</dt><dd><p>ValidationError: If <cite>json_data</cite> is not a JSON string or the object could not be validated.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.appmetadata.RuntimeParameter.model_validate_strings">
-<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">model_validate_strings</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">obj</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a></span></em>, <em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">strict</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">context</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/typing.html#typing.Any" title="(in Python v3.13)"><span class="pre">Any</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_alias</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">by_name</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Self</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/appmetadata/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.appmetadata.RuntimeParameter.model_validate_strings" title="Link to this definition"></a></dt>
-<dd><p>Validate the given object with string data against the Pydantic model.</p>
-<dl class="simple">
-<dt>Args:</dt><dd><p>obj: The object containing string data to validate.
-strict: Whether to enforce types strictly.
-context: Extra variables to pass to the validator.
-by_alias: Whether to use the field’s alias when validating against the provided input data.
-by_name: Whether to use the field’s name when validating against the provided input data.</p>
-</dd>
-<dt>Returns:</dt><dd><p>The validated Pydantic model.</p>
-</dd>
-</dl>
-</dd></dl>
-
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-
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-<li class="toctree-l2 current"><a class="current reference internal" href="#">clams.mmif_utils package</a><ul>
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-  <section id="clams-mmif-utils-package">
-<h1>clams.mmif_utils package<a class="headerlink" href="#clams-mmif-utils-package" title="Link to this heading"></a></h1>
-<p>Package providing utility functions for working with MMIF data.</p>
-<section id="rewind-module">
-<h2><code class="docutils literal notranslate"><span class="pre">rewind</span></code> module<a class="headerlink" href="#rewind-module" title="Link to this heading"></a></h2>
-</section>
-<section id="source-module">
-<h2><code class="docutils literal notranslate"><span class="pre">source</span></code> module<a class="headerlink" href="#source-module" title="Link to this heading"></a></h2>
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-</li>
-<li class="toctree-l3"><a class="reference internal" href="#clams.restify.Restifier"><code class="docutils literal notranslate"><span class="pre">Restifier</span></code></a><ul>
-<li class="toctree-l4"><a class="reference internal" href="#clams.restify.Restifier.run"><code class="docutils literal notranslate"><span class="pre">Restifier.run()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.restify.Restifier.serve_development"><code class="docutils literal notranslate"><span class="pre">Restifier.serve_development()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.restify.Restifier.serve_production"><code class="docutils literal notranslate"><span class="pre">Restifier.serve_production()</span></code></a></li>
-<li class="toctree-l4"><a class="reference internal" href="#clams.restify.Restifier.test_client"><code class="docutils literal notranslate"><span class="pre">Restifier.test_client()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="clams.mmif_utils.html">clams.mmif_utils package</a></li>
-</ul>
-</li>
-</ul>
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-      <li class="breadcrumb-item active">clams.restify package</li>
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-  <section id="clams-restify-package">
-<h1>clams.restify package<a class="headerlink" href="#clams-restify-package" title="Link to this heading"></a></h1>
-<p>Package providing wrapper class for running a CLAMS app as a HTTP app.</p>
-<dl class="py class" id="module-clams.restify">
-<dt class="sig sig-object py" id="clams.restify.ClamsHTTPApi">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.restify.</span></span><span class="sig-name descname"><span class="pre">ClamsHTTPApi</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">cla_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><span class="pre">ClamsApp</span></a></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.ClamsHTTPApi" title="Link to this definition"></a></dt>
-<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">Resource</span></code></p>
-<p>ClamsHTTPApi provides mapping from HTTP verbs to Python API defined in <a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsApp</span></code></a>.</p>
-<p>Constructor takes an instance of <a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsApp</span></code></a>.</p>
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.ClamsHTTPApi.get">
-<span class="sig-name descname"><span class="pre">get</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Response</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.ClamsHTTPApi.get" title="Link to this definition"></a></dt>
-<dd><p>Maps HTTP GET verb to <a class="reference internal" href="clams.app.html#clams.app.ClamsApp.appmetadata" title="clams.app.ClamsApp.appmetadata"><code class="xref py py-meth docutils literal notranslate"><span class="pre">appmetadata()</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Returns app metadata in a HTTP response.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.ClamsHTTPApi.json_to_response">
-<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">json_to_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">json_str</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">status</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">200</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Response</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.ClamsHTTPApi.json_to_response" title="Link to this definition"></a></dt>
-<dd><p>Helper method to convert JSON output from a ClamsApp to a HTTP response.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>json_str</strong> – a serialized JSON .</p></li>
-<li><p><strong>status</strong> – a numerical HTTP code to respond.</p></li>
-</ul>
-</dd>
-<dt class="field-even">Returns<span class="colon">:</span></dt>
-<dd class="field-even"><p>A HTTP response ready to send.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py attribute">
-<dt class="sig sig-object py" id="clams.restify.ClamsHTTPApi.methods">
-<span class="sig-name descname"><span class="pre">methods</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">t.ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">t.Collection</span><span class="p"><span class="pre">[</span></span><a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><span class="pre">str</span></a><span class="p"><span class="pre">]</span></span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><a class="reference external" href="https://docs.python.org/3/library/constants.html#None" title="(in Python v3.13)"><span class="pre">None</span></a><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'GET',</span> <span class="pre">'POST',</span> <span class="pre">'PUT'}</span></em><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.ClamsHTTPApi.methods" title="Link to this definition"></a></dt>
-<dd><p>The methods this view is registered for. Uses the same default
-(<code class="docutils literal notranslate"><span class="pre">[&quot;GET&quot;,</span> <span class="pre">&quot;HEAD&quot;,</span> <span class="pre">&quot;OPTIONS&quot;]</span></code>) as <code class="docutils literal notranslate"><span class="pre">route</span></code> and
-<code class="docutils literal notranslate"><span class="pre">add_url_rule</span></code> by default.</p>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.ClamsHTTPApi.post">
-<span class="sig-name descname"><span class="pre">post</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Response</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.ClamsHTTPApi.post" title="Link to this definition"></a></dt>
-<dd><p>Maps HTTP POST verb to <a class="reference internal" href="clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a>.
-Note that for now HTTP PUT verbs is also mapped to <a class="reference internal" href="clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Returns MMIF output from a ClamsApp in a HTTP response.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.ClamsHTTPApi.put">
-<span class="sig-name descname"><span class="pre">put</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Response</span></span></span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.ClamsHTTPApi.put" title="Link to this definition"></a></dt>
-<dd><p>Maps HTTP POST verb to <a class="reference internal" href="clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a>.
-Note that for now HTTP PUT verbs is also mapped to <a class="reference internal" href="clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Returns<span class="colon">:</span></dt>
-<dd class="field-odd"><p>Returns MMIF output from a ClamsApp in a HTTP response.</p>
-</dd>
-</dl>
-</dd></dl>
-
-</dd></dl>
-
-<dl class="py class">
-<dt class="sig sig-object py" id="clams.restify.Restifier">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">clams.restify.</span></span><span class="sig-name descname"><span class="pre">Restifier</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">app_instance</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><span class="pre">ClamsApp</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">loopback</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">False</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">port</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#int" title="(in Python v3.13)"><span class="pre">int</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">5000</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">debug</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference external" href="https://docs.python.org/3/library/functions.html#bool" title="(in Python v3.13)"><span class="pre">bool</span></a></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.Restifier" title="Link to this definition"></a></dt>
-<dd><p>Bases: <a class="reference external" href="https://docs.python.org/3/library/functions.html#object" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></a></p>
-<p>Restifier is a simple wrapper that takes a <a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsApp</span></code></a> object and
-turn it into a flaks-based HTTP server. For mapping between Python API and
-HTTP API, it relies on <a class="reference internal" href="#clams.restify.ClamsHTTPApi" title="clams.restify.ClamsHTTPApi"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsHTTPApi</span></code></a> class.</p>
-<p>Constructor takes a <a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsApp</span></code></a> instance and some options for flask configuration.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><ul class="simple">
-<li><p><strong>app_instance</strong> – A <a class="reference internal" href="clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsApp</span></code></a> to wrap.</p></li>
-<li><p><strong>loopback</strong> – when True, the flask wrapper only listens to requests from localhost (used for debugging).</p></li>
-<li><p><strong>port</strong> – Port number for the flask app to listen (used for debugging).</p></li>
-<li><p><strong>debug</strong> – When True, the flask wrapper will run in <a class="reference external" href="https://flask.palletsprojects.com/en/1.1.x/quickstart/#debug-mode">debug mode</a>.</p></li>
-</ul>
-</dd>
-</dl>
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.Restifier.run">
-<span class="sig-name descname"><span class="pre">run</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">options</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.Restifier.run" title="Link to this definition"></a></dt>
-<dd><p>Starts a development server. See <a class="reference internal" href="#clams.restify.Restifier.serve_development" title="clams.restify.Restifier.serve_development"><code class="xref py py-meth docutils literal notranslate"><span class="pre">serve_development()</span></code></a>.</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>options</strong> – any additional options to pass to the web server.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.Restifier.serve_development">
-<span class="sig-name descname"><span class="pre">serve_development</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">options</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.Restifier.serve_development" title="Link to this definition"></a></dt>
-<dd><p>Runs the CLAMS app as a flask webapp, using flask built-in development server (<a class="reference external" href="https://werkzeug.palletsprojects.com/en/2.0.x/">https://werkzeug.palletsprojects.com/en/2.0.x/</a>).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>options</strong> – any additional options to pass to the web server.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.Restifier.serve_production">
-<span class="sig-name descname"><span class="pre">serve_production</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">options</span></span></em><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.Restifier.serve_production" title="Link to this definition"></a></dt>
-<dd><p>Runs the CLAMS app as a flask webapp, using a production-ready web server (gunicorn, <a class="reference external" href="https://docs.gunicorn.org/en/stable">https://docs.gunicorn.org/en/stable</a>/#).</p>
-<dl class="field-list simple">
-<dt class="field-odd">Parameters<span class="colon">:</span></dt>
-<dd class="field-odd"><p><strong>options</strong> – any additional options to pass to the web server.</p>
-</dd>
-</dl>
-</dd></dl>
-
-<dl class="py method">
-<dt class="sig sig-object py" id="clams.restify.Restifier.test_client">
-<span class="sig-name descname"><span class="pre">test_client</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="reference external" href="https://github.com/clamsproject/clams-python/tree/main/clams/restify/__init__.py"><span class="viewcode-link"><span class="pre">[source]</span></span></a><a class="headerlink" href="#clams.restify.Restifier.test_client" title="Link to this definition"></a></dt>
-<dd><p>Returns <a class="reference external" href="https://flask.palletsprojects.com/en/1.1.x/testing/">flask test client</a>.</p>
-</dd></dl>
-
-</dd></dl>
-
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-  <section id="using-clams-app">
-<h1>Using CLAMS App<a class="headerlink" href="#using-clams-app" title="Link to this heading"></a></h1>
-<p>This document provides general instructions for installing and using CLAMS Apps.
-App developers may provide additional information specific to their app,
-hence it’s advised also to look up the app website (or code repository) to get the additional information.</p>
-<section id="requirements">
-<h2>Requirements<a class="headerlink" href="#requirements" title="Link to this heading"></a></h2>
-<p>Generally, a CLAMS App requires</p>
-<ul class="simple">
-<li><p>To run the app in a container (as an HTTP server), container management software such as <code class="docutils literal notranslate"><span class="pre">docker</span></code> or <code class="docutils literal notranslate"><span class="pre">podman</span></code>. This is the recommended way to use CLAMS Apps.</p>
-<ul>
-<li><p>(the CLAMS team is using <code class="docutils literal notranslate"><span class="pre">docker</span></code> for development and testing, hence the instructions are based on <code class="docutils literal notranslate"><span class="pre">docker</span></code> commands.)</p></li>
-</ul>
-</li>
-<li><p>To run the app locally, Python3 with the <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> module installed. Python 3.8 or higher is required.</p></li>
-<li><p>To invoke and execute analysis, HTTP client utility (such as <code class="docutils literal notranslate"><span class="pre">curl</span></code>).</p></li>
-</ul>
-<p>For Python dependencies, usually CLAMS Apps come with <code class="docutils literal notranslate"><span class="pre">requirements.txt</span></code> files that list up the Python library.
-However, there could be other non-Python software/library that are required by the app.</p>
-</section>
-<section id="installation">
-<h2>Installation<a class="headerlink" href="#installation" title="Link to this heading"></a></h2>
-<p>CLAMS Apps available on the CLAMS App Directory. Currently, all CLAMS Apps are open-source projects and are distributed as</p>
-<ol class="arabic simple">
-<li><p>source code downloadable from code repository</p></li>
-<li><p>pre-built container image</p></li>
-</ol>
-<p>Please visit <a class="reference external" href="https://apps.clams.ai">the app-directory</a> to see which apps are available and where you can download them.</p>
-<p>In most cases, you can “install” a CLAMS App by either</p>
-<ol class="arabic simple">
-<li><p>downloading pre-built container image directly (quick-and-easy way)</p></li>
-<li><p>downloading source code from the app code repository and manually building a container image (more flexible way if you want to modify the app, or have to build for a specific HW)</p></li>
-</ol>
-<section id="download-prebuilt-image">
-<h3>Download prebuilt image<a class="headerlink" href="#download-prebuilt-image" title="Link to this heading"></a></h3>
-<p>This is the quickest (and recommended) way to get started with a CLAMS App.
-CLAMS apps in the App Directory come with public prebuilt container images, available in a container registry.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>pull<span class="w"> </span>&lt;prebulit_image_name&gt;
-</pre></div>
-</div>
-<p>The image name can be found on the App Directory entry of the app.</p>
-</section>
-<section id="build-an-image-from-source-code">
-<h3>Build an image from source code<a class="headerlink" href="#build-an-image-from-source-code" title="Link to this heading"></a></h3>
-<p>Alternatively, you can build a container image from the source code.
-This is useful when you want to modify the app itself, or when you want to change the image building process to adjust to your hardware environment (e.g., specific compute engine), or additional software dependencies (e.g. <a class="reference external" href="https://clams.ai/mmif-python/latest/plugins.html">MMIF plugins</a>).
-To download the source code, you can either use <code class="docutils literal notranslate"><span class="pre">git</span> <span class="pre">clone</span></code> command or download a zip file from the source code repository.
-The source code repository address can be found on the App Directory entry of the app.</p>
-<p>From the locally downloaded project directory, run the following in your terminal to build an image from the included container specification file.</p>
-<p>(Assuming you are using <code class="docutils literal notranslate"><span class="pre">docker</span></code> as your container manager)</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>docker<span class="w"> </span>build<span class="w"> </span>.<span class="w"> </span>-f<span class="w"> </span>Containerfile<span class="w"> </span>-t<span class="w"> </span>&lt;IMAGE_NAME_YOU_PICK&gt;
-</pre></div>
-</div>
-</section>
-</section>
-<section id="running-clams-app">
-<h2>Running CLAMS App<a class="headerlink" href="#running-clams-app" title="Link to this heading"></a></h2>
-<p>CLAMS Apps are primarily designed to run as an HTTP server, but some apps written based on <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> SDK additionally provide CLI equivalent to the HTTP requests.
-In this session, we will first cover the usage of CLAMS apps as an HTTP server, and then cover the (optional) CLI.</p>
-<section id="starting-the-http-server-as-a-container">
-<h3>Starting the HTTP server as a container<a class="headerlink" href="#starting-the-http-server-as-a-container" title="Link to this heading"></a></h3>
-<p>Once the image is built (by <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">build</span></code>) or downloaded (by <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">pull</span></code>), to create and start a container, run:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>docker<span class="w"> </span>run<span class="w"> </span>-v<span class="w"> </span>/path/to/data/directory:/data<span class="w"> </span>-p<span class="w"> </span>&lt;PORT&gt;:5000<span class="w"> </span>&lt;IMAGE_NAME&gt;
-</pre></div>
-</div>
-<p>where <code class="docutils literal notranslate"><span class="pre">/path/to/data/directory</span></code> is the local location of your media files or MMIF objects and <code class="docutils literal notranslate"><span class="pre">PORT</span></code> is the <em>host</em> port number you want your container to be listening to.
-The HTTP inside the container will be listening to 5000 by default, so the second part of the <code class="docutils literal notranslate"><span class="pre">-p</span></code> argument is always <code class="docutils literal notranslate"><span class="pre">5000</span></code>.
-Usually any number above 1024 is fine for the host port number, and you can use the same 5000 number for the host port number.</p>
-<p>The mount point for the data directory inside the container can be any path, and we used <code class="docutils literal notranslate"><span class="pre">/data</span></code> just as an example.
-However, it is very important to understand that the file location in the input MMIF file must be a valid and available path inside the container (see below for more details).</p>
-<blockquote>
-<div><p><strong>Note</strong>
-If you are using a Mac, on recent versions of macOS, port 5000 is used by Airplay Receiver by default. So you may need to use a different port number, or turn off the Airplay Receiver in the System Preferences to release 5000.
-For more information on <em>safe</em> port numbers, see <a class="reference external" href="https://www.iana.org/assignments/service-names-port-numbers/service-names-port-numbers.xhtml">IANA Port Number Registry</a> or <a class="reference external" href="https://en.wikipedia.org/wiki/List_of_TCP_and_UDP_port_numbers">Wikipedia</a>.</p>
-<p><strong>Note</strong>
-Another note for users of recent Macs with Apple Silicon (M1, M2, etc) CPU: you might see the following error message when you run the container image.</p>
-<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">The</span> <span class="n">requested</span> <span class="n">image</span><span class="s1">&#39;s platform (linux/amd64) does not match the detected host platform (linux/arm64/v8) and no specific platform was requested</span>
-</pre></div>
-</div>
-<p>This is because the image you are trying to run is built for Intel/AMD x64 CPUs. To force the container to run on an emulation layer, you can add <code class="docutils literal notranslate"><span class="pre">--platform</span> <span class="pre">linux/amd64</span></code> option to the <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">run</span></code> command.</p>
-</div></blockquote>
-<p>Additionally, you can mount a directory to <code class="docutils literal notranslate"><span class="pre">/cache/</span></code> inside the container to persist the cache data between container runs.
-This is particularly handy when the app you are using downloads a fairly large pretrained model file on the first run, and you want to keep it for the next run.</p>
-<p>Unlike the data directory, the cache directory is not required to be mounted, but if you want to persist the cache data, you can mount a local directory to <code class="docutils literal notranslate"><span class="pre">/cache/</span></code> inside the container (fixed path).</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>docker<span class="w"> </span>run<span class="w"> </span>-v<span class="w"> </span>/path/to/data/directory:/data<span class="w"> </span>-v<span class="w"> </span>/path/to/cache/directory:/cache<span class="w"> </span>-p<span class="w"> </span>&lt;port&gt;:5000<span class="w"> </span>&lt;image_name&gt;
-</pre></div>
-</div>
-<blockquote>
-<div><p><strong>Note</strong>
-One might be tempted bind-mount their entire local cache directory (usually <code class="docutils literal notranslate"><span class="pre">~/.cache</span></code> in Linux systems) to re-use locally downloaded model files, across different apps.
-However, doing so will expose all the cached data, not just model files, to the container.
-This can include sensitive information such as browser cache, authentication tokens, etc, hence will pose a great security risk.
-It is recommended to create a separate directory to use as a cache directory for CLAMS containers.</p>
-</div></blockquote>
-</section>
-</section>
-<section id="invoking-the-app-server">
-<h2>Invoking the app server<a class="headerlink" href="#invoking-the-app-server" title="Link to this heading"></a></h2>
-<section id="to-get-app-metadata">
-<h3>To get app metadata<a class="headerlink" href="#to-get-app-metadata" title="Link to this heading"></a></h3>
-<p>Once the app is running as an HTTP server, visit the server address (<a class="reference external" href="http://localhost:5000">localhost:5000</a>, or the remote host name if running on a remote computer) to get the app metadata.
-App metadata is also available at the App Directory entry of the app if the app is published on the App Directory.
-App metadata contains important information about the app that we will use in the following sections.</p>
-</section>
-<section id="to-process-input-media">
-<h3>To process input media<a class="headerlink" href="#to-process-input-media" title="Link to this heading"></a></h3>
-<p>To actually run the app and process input media through computational analysis, simply send a POST request to the app with a MMIF input as the request body.</p>
-<p>MMIF input files can be obtained from outputs of other CLAMS apps, or you can create an <em>empty</em> MMIF only with source media locations using <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">source</span></code> command. See the help message for a more detailed instructions.
-(Make sure you have installed <cite>``clams-python`</cite> package &lt;<a class="reference external" href="https://pypi.org/project/clams-python/">https://pypi.org/project/clams-python/</a>&gt;`_ version from PyPI.)</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>pip<span class="w"> </span>install<span class="w"> </span>clams-python
-$<span class="w"> </span>clams<span class="w"> </span><span class="nb">source</span><span class="w"> </span>--help
-</pre></div>
-</div>
-<p>For example; by running</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>clams<span class="w"> </span><span class="nb">source</span><span class="w"> </span>audio:/data/audio/some-audio-file.mp3
-</pre></div>
-</div>
-<p>You will get</p>
-<div class="highlight-json notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-<span class="w">  </span><span class="nt">&quot;metadata&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w">    </span><span class="nt">&quot;mmif&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/X.Y.Z&quot;</span>
-<span class="w">  </span><span class="p">},</span>
-<span class="w">  </span><span class="nt">&quot;documents&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
-<span class="w">    </span><span class="p">{</span>
-<span class="w">      </span><span class="nt">&quot;@type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/vocabulary/AudioDocument/v1&quot;</span><span class="p">,</span>
-<span class="w">      </span><span class="nt">&quot;properties&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w">        </span><span class="nt">&quot;mime&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;audio&quot;</span><span class="p">,</span>
-<span class="w">        </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;d1&quot;</span><span class="p">,</span>
-<span class="w">        </span><span class="nt">&quot;location&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;file:///data/audio/some-audio-file.mp3&quot;</span>
-<span class="w">      </span><span class="p">}</span>
-<span class="w">    </span><span class="p">}</span>
-<span class="w">  </span><span class="p">],</span>
-<span class="w">  </span><span class="nt">&quot;views&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[]</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>If an app requires just <code class="docutils literal notranslate"><span class="pre">Document</span></code> inputs (see <code class="docutils literal notranslate"><span class="pre">input</span></code> section of the app metadata), an empty MMIF with required media file locations will suffice.
-The location has to be a URL or an absolute path, and it is important to ensure that it exists.
-Especially when running the app in a container, and the document location is specified as a file system path, the file must be available inside the container.
-In the above, we bind-mounted <code class="docutils literal notranslate"><span class="pre">/path/to/data/directory</span></code> (host) to <code class="docutils literal notranslate"><span class="pre">/data</span></code> (container).
-That is why we used <code class="docutils literal notranslate"><span class="pre">/data/audio/some-audio-file.mp3</span></code> as the location when generating this MMIF input.
-So in this example, the file <code class="docutils literal notranslate"><span class="pre">/path/to/data/directory/audio/some-audio-file.mp3</span></code> must exist on the host side, so that inside the container, it can be accessed as <code class="docutils literal notranslate"><span class="pre">/data/audio/some-audio-file.mp3</span></code>.</p>
-<p>Some apps only works with input MMIF that already contains some annotations of specific types. To run such apps, you need to run different apps in a sequence.</p>
-<p>(TODO: added CLAMS workflow documentation link here.)</p>
-<p>When an input MMIF is ready, you can send it to the app server.
-Here’s an example of how to use the <code class="docutils literal notranslate"><span class="pre">curl</span></code> command, and store the response in a file <code class="docutils literal notranslate"><span class="pre">output.mmif</span></code>.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>clams<span class="w"> </span><span class="nb">source</span><span class="w"> </span>audio:/data/audio/some-audio-file.mp3<span class="w"> </span>&gt;<span class="w"> </span>input.mmif
-$<span class="w"> </span>curl<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Accept: application/json&quot;</span><span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>-d@input.mmif<span class="w"> </span>-s<span class="w"> </span>http://localhost:5000<span class="w"> </span>&gt;<span class="w"> </span>output.mmif
-
-<span class="c1"># or using a bash pipeline</span>
-$<span class="w"> </span>clams<span class="w"> </span><span class="nb">source</span><span class="w"> </span>audio:/data/audio/some-audio-file.mp3<span class="w"> </span><span class="p">|</span><span class="w"> </span>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>-d@-<span class="w"> </span>-s<span class="w"> </span>http://localhost:5000<span class="w"> </span>&gt;<span class="w"> </span>output.mmif
-</pre></div>
-</div>
-<p>Windows PowerShell users may encounter an <code class="docutils literal notranslate"><span class="pre">Invoke-WebRequest</span></code> exception when attempting to send an input file with <code class="docutils literal notranslate"><span class="pre">curl</span></code>.
-This can be resolved for the duration of the current session by using the command <code class="docutils literal notranslate"><span class="pre">remove-item</span> <span class="pre">alias:curl</span></code> before proceeding to use <code class="docutils literal notranslate"><span class="pre">curl</span></code>.</p>
-</section>
-<section id="configuring-the-app">
-<h3>Configuring the app<a class="headerlink" href="#configuring-the-app" title="Link to this heading"></a></h3>
-<p>Running as an HTTP server, CLAMS Apps are stateless, but can be configured for each HTTP request by providing configuration parameters as <a class="reference external" href="https://en.wikipedia.org/wiki/Query_string">query string</a>.</p>
-<p>For example, appending <code class="docutils literal notranslate"><span class="pre">?pretty=True</span></code> to the URL will result in a JSON output with indentation for better readability.</p>
-<blockquote>
-<div><p><strong>Note</strong>
-When you’re using <code class="docutils literal notranslate"><span class="pre">curl</span></code> from a shell session, you need to escape the <code class="docutils literal notranslate"><span class="pre">?</span></code> or <code class="docutils literal notranslate"><span class="pre">&amp;</span></code> characters with <code class="docutils literal notranslate"><span class="pre">\</span></code> to prevent the shell from interpreting it as a special character.</p>
-</div></blockquote>
-<p>Different apps have different configurability. For configuration parameters of an app, please refer to <code class="docutils literal notranslate"><span class="pre">parameter</span></code> section of the app metadata.</p>
-</section>
-</section>
-<section id="using-clams-app-as-a-cli-program">
-<h2>Using CLAMS App as a CLI program<a class="headerlink" href="#using-clams-app-as-a-cli-program" title="Link to this heading"></a></h2>
-<p>First and foremost, not all CLAMS Apps support command line interface (CLI).
-At the minimum, a CLAMS app is required to support HTTP interfaces described in the previous section.
-If any of the following instructions do not work for an app, it is likely that the app does not support CLI.</p>
-<section id="python-entry-points">
-<h3>Python entry points<a class="headerlink" href="#python-entry-points" title="Link to this heading"></a></h3>
-<p>Apps written on <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> SDK have three python entry points by default: <code class="docutils literal notranslate"><span class="pre">app.py</span></code>, <code class="docutils literal notranslate"><span class="pre">metadata.py</span></code>, and <code class="docutils literal notranslate"><span class="pre">cli.py</span></code>.</p>
-</section>
-<section id="app-py-running-app-as-a-local-http-server">
-<h3><code class="docutils literal notranslate"><span class="pre">app.py</span></code>: Running app as a local HTTP server<a class="headerlink" href="#app-py-running-app-as-a-local-http-server" title="Link to this heading"></a></h3>
-<p><code class="docutils literal notranslate"><span class="pre">app.py</span></code> is the main entry point for running the app as an HTTP server.
-To run the app as a local HTTP server without containerization, you can run the following command from the source code directory.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>python<span class="w"> </span>app.py
-</pre></div>
-</div>
-<ul class="simple">
-<li><p>By default, the app will be listening to port 5000, but you can change the port number by passing <code class="docutils literal notranslate"><span class="pre">--port</span> <span class="pre">&lt;NUMBER&gt;</span></code> option.</p></li>
-<li><p>Be default, the app will be running in <em>debugging</em> mode, but you can change it to <em>production</em> mode by passing <code class="docutils literal notranslate"><span class="pre">--production</span></code> option to support larger traffic volume.</p></li>
-<li><p>As you might have noticed, the default <code class="docutils literal notranslate"><span class="pre">CMD</span></code> in the prebuilt containers is <code class="docutils literal notranslate"><span class="pre">python</span> <span class="pre">app.py</span> <span class="pre">--production</span> <span class="pre">--port</span> <span class="pre">5000</span></code>.</p></li>
-</ul>
-</section>
-<section id="metadata-py-getting-app-metadata">
-<h3><code class="docutils literal notranslate"><span class="pre">metadata.py</span></code>: Getting app metadata<a class="headerlink" href="#metadata-py-getting-app-metadata" title="Link to this heading"></a></h3>
-<p>Running <code class="docutils literal notranslate"><span class="pre">metadata.py</span></code> will print out the app metadata in JSON format.</p>
-</section>
-<section id="cli-py-running-as-a-cli-program">
-<h3><code class="docutils literal notranslate"><span class="pre">cli.py</span></code>: Running as a CLI program<a class="headerlink" href="#cli-py-running-as-a-cli-program" title="Link to this heading"></a></h3>
-<p><code class="docutils literal notranslate"><span class="pre">cli.py</span></code> is completely optional for app developers, and unlike the other two above that are guaranteed to be available, <code class="docutils literal notranslate"><span class="pre">cli.py</span></code> may not be available for some apps.
-When running an app as a HTTP app, the input MMIF must be passed as POST request’s body, and the output MMIF will be returned as the response body.
-To mimic this behavior in a CLI, <code class="docutils literal notranslate"><span class="pre">cli.py</span></code> has two positional arguments;</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>python<span class="w"> </span>cli.py<span class="w"> </span>&lt;INPUT_MMIF&gt;<span class="w"> </span>&lt;OUTPUT_MMIF&gt;<span class="w">  </span><span class="c1"># will read INPUT_MMIF file, process it, and write the result to OUTPUT_MMIF file</span>
-</pre></div>
-</div>
-<p><code class="docutils literal notranslate"><span class="pre">&lt;INPUT_MMIF&gt;</span></code> and <code class="docutils literal notranslate"><span class="pre">&lt;OUTPUT_MMIF&gt;</span></code> are file paths to the input and output MMIF files, respectively.
-Following the common unix CLI practice, you can use <code class="docutils literal notranslate"><span class="pre">-</span></code> to represent STDIN and/or STDOUT</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># will read from STDIN, process it, and write the result to STDOUT</span>
-$<span class="w"> </span>python<span class="w"> </span>cli.py<span class="w"> </span>-<span class="w"> </span>-
-
-<span class="c1"># or equivalently</span>
-$<span class="w"> </span>python<span class="w"> </span>cli.py
-
-<span class="c1"># read from a file, write to STDOUT</span>
-$<span class="w"> </span>python<span class="w"> </span>cli.py<span class="w"> </span>input.mmif<span class="w"> </span>-
-
-<span class="c1"># or equivalently</span>
-$<span class="w"> </span>python<span class="w"> </span>cli.py<span class="w"> </span>input.mmif
-
-<span class="c1"># read from STDIN, write to a file</span>
-$<span class="w"> </span>cat<span class="w"> </span>input.mmif<span class="w"> </span><span class="p">|</span><span class="w"> </span>python<span class="w"> </span>cli.py<span class="w"> </span>-<span class="w"> </span>output.mmif
-</pre></div>
-</div>
-<p>As with the HTTP server, you can pass configuration parameters to the CLI program.
-All parameter names are the same as the HTTP query parameters, but you need to use <code class="docutils literal notranslate"><span class="pre">--</span></code> prefix to indicate that it is a parameter.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>python<span class="w"> </span>cli.py<span class="w"> </span>--pretty<span class="w"> </span>True<span class="w"> </span>input.mmif<span class="w"> </span>output.mmif
-</pre></div>
-</div>
-<p>Finally, when running the app as a container, you can override the default <code class="docutils literal notranslate"><span class="pre">CMD</span></code> (<code class="docutils literal notranslate"><span class="pre">app.py</span></code>) by passing a <code class="docutils literal notranslate"><span class="pre">cli.py</span></code> command to the <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">run</span></code> command.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>cat<span class="w"> </span>input.mmif<span class="w"> </span><span class="p">|</span><span class="w"> </span>docker<span class="w"> </span>run<span class="w"> </span>-i<span class="w"> </span>-v<span class="w"> </span>/path/to/data/directory:/data<span class="w"> </span>&lt;IMAGE_NAME&gt;<span class="w"> </span>python<span class="w"> </span>cli.py
-</pre></div>
-</div>
-<p>Note that <code class="docutils literal notranslate"><span class="pre">input.mmif</span></code> is in the host machine, and the container is reading it from the STDIN.
-You can also pass the input MMIF file as a volume to the container.
-However, when you do so, you need to make sure that the file path in the MMIF is correctly set to the file path in the container.</p>
-<blockquote>
-<div><p><strong>Note</strong>
-Here, make sure to pass <cite>`</cite>-i`` option to the <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">run</span></code> &lt;<a class="reference external" href="https://docs.docker.com/reference/cli/docker/container/run/#interactive">https://docs.docker.com/reference/cli/docker/container/run/#interactive</a>&gt;`_ command to make host’s STDIN work properly with the container.</p>
-</div></blockquote>
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-  <section id="clams-shell-command">
-<span id="cli"></span><h1><code class="docutils literal notranslate"><span class="pre">clams</span></code> shell command<a class="headerlink" href="#clams-shell-command" title="Link to this heading"></a></h1>
-<p><code class="docutils literal notranslate"><span class="pre">clams-python</span></code> comes with a command line interface (CLI) that allows you to</p>
-<ol class="arabic simple">
-<li><p>create a new CLAMS app from a template</p></li>
-<li><p>create a new MMIF file with selected source documents and an empty view</p></li>
-</ol>
-<p>The CLI is installed as <code class="docutils literal notranslate"><span class="pre">clams</span></code> shell command. To see the available commands, run</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>clams<span class="w"> </span>--help
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- <a href="#_"><strong>_</strong></a>
- | <a href="#A"><strong>A</strong></a>
- | <a href="#C"><strong>C</strong></a>
- | <a href="#G"><strong>G</strong></a>
- | <a href="#I"><strong>I</strong></a>
- | <a href="#J"><strong>J</strong></a>
- | <a href="#M"><strong>M</strong></a>
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- | <a href="#R"><strong>R</strong></a>
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- | <a href="#T"><strong>T</strong></a>
- | <a href="#U"><strong>U</strong></a>
- | <a href="#V"><strong>V</strong></a>
- 
-</div>
-<h2 id="_">_</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp._abc_impl">_abc_impl (clams.app.ClamsApp attribute)</a>
-</li>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp._annotate">_annotate() (clams.app.ClamsApp method)</a>
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-</li>
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-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp._check_mmif_compatibility">_check_mmif_compatibility() (clams.app.ClamsApp static method)</a>
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-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp._load_appmetadata">_load_appmetadata() (clams.app.ClamsApp method)</a>
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-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp._RAW_PARAMS_KEY">_RAW_PARAMS_KEY (clams.app.ClamsApp attribute)</a>
-</li>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp._refine_params">_refine_params() (clams.app.ClamsApp method)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="A">A</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.add_description">add_description() (clams.appmetadata.Input method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.add_description">(clams.appmetadata.Output method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_input">add_input() (clams.appmetadata.AppMetadata method)</a>
-</li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_more">add_more() (clams.appmetadata.AppMetadata method)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_output">add_output() (clams.appmetadata.AppMetadata method)</a>
-</li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_parameter">add_parameter() (clams.appmetadata.AppMetadata method)</a>
-</li>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.annotate">annotate() (clams.app.ClamsApp method)</a>
-</li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata">AppMetadata (class in clams.appmetadata)</a>
-</li>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.appmetadata">appmetadata() (clams.app.ClamsApp method)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="C">C</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li>
-    clams.app
-
-      <ul>
-        <li><a href="autodoc/clams.app.html#module-clams.app">module</a>
-</li>
-      </ul></li>
-      <li>
-    clams.restify
-
-      <ul>
-        <li><a href="autodoc/clams.restify.html#module-clams.restify">module</a>
-</li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp">ClamsApp (class in clams.app)</a>
-</li>
-      <li><a href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi">ClamsHTTPApi (class in clams.restify)</a>
-</li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.copy">copy() (clams.appmetadata.Input method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.copy">(clams.appmetadata.Output method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.copy">(clams.appmetadata.RuntimeParameter method)</a>
-</li>
-      </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="G">G</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.get">get() (clams.restify.ClamsHTTPApi method)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.get_configuration">get_configuration() (clams.app.ClamsApp method)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="I">I</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input">Input (class in clams.appmetadata)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="J">J</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.json_to_response">json_to_response() (clams.restify.ClamsHTTPApi static method)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="M">M</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.methods">methods (clams.restify.ClamsHTTPApi attribute)</a>
-</li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.model_config">model_config (clams.appmetadata.AppMetadata attribute)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_config">(clams.appmetadata.Input attribute)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_config">(clams.appmetadata.Output attribute)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_config">(clams.appmetadata.RuntimeParameter attribute)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_construct">model_construct() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_construct">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_construct">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_copy">model_copy() (clams.appmetadata.Input method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_copy">(clams.appmetadata.Output method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_copy">(clams.appmetadata.RuntimeParameter method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_dump">model_dump() (clams.appmetadata.Input method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_dump">(clams.appmetadata.Output method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_dump">(clams.appmetadata.RuntimeParameter method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_dump_json">model_dump_json() (clams.appmetadata.Input method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_dump_json">(clams.appmetadata.Output method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_dump_json">(clams.appmetadata.RuntimeParameter method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_extra">model_extra (clams.appmetadata.Input property)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_extra">(clams.appmetadata.Output property)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_extra">(clams.appmetadata.RuntimeParameter property)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_fields_set">model_fields_set (clams.appmetadata.Input property)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_fields_set">(clams.appmetadata.Output property)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_fields_set">(clams.appmetadata.RuntimeParameter property)</a>
-</li>
-      </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_json_schema">model_json_schema() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_json_schema">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_json_schema">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_parametrized_name">model_parametrized_name() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_parametrized_name">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_parametrized_name">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_post_init">model_post_init() (clams.appmetadata.Input method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_post_init">(clams.appmetadata.Output method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_post_init">(clams.appmetadata.RuntimeParameter method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_rebuild">model_rebuild() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_rebuild">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_rebuild">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_validate">model_validate() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_validate">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_validate">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_validate_json">model_validate_json() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_validate_json">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_validate_json">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_validate_strings">model_validate_strings() (clams.appmetadata.Input class method)</a>
-
-      <ul>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_validate_strings">(clams.appmetadata.Output class method)</a>
-</li>
-        <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_validate_strings">(clams.appmetadata.RuntimeParameter class method)</a>
-</li>
-      </ul></li>
-      <li>
-    module
-
-      <ul>
-        <li><a href="autodoc/clams.app.html#module-clams.app">clams.app</a>
-</li>
-        <li><a href="autodoc/clams.restify.html#module-clams.restify">clams.restify</a>
-</li>
-      </ul></li>
-  </ul></td>
-</tr></table>
-
-<h2 id="O">O</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.open_document_location">open_document_location() (clams.app.ClamsApp static method)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.Output">Output (class in clams.appmetadata)</a>
-</li>
-  </ul></td>
-</tr></table>
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-<h2 id="P">P</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.post">post() (clams.restify.ClamsHTTPApi method)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.put">put() (clams.restify.ClamsHTTPApi method)</a>
-</li>
-  </ul></td>
-</tr></table>
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-<h2 id="R">R</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.record_error">record_error() (clams.app.ClamsApp method)</a>
-</li>
-      <li><a href="autodoc/clams.restify.html#clams.restify.Restifier">Restifier (class in clams.restify)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.Restifier.run">run() (clams.restify.Restifier method)</a>
-</li>
-      <li><a href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter">RuntimeParameter (class in clams.appmetadata)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="S">S</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.Restifier.serve_development">serve_development() (clams.restify.Restifier method)</a>
-</li>
-      <li><a href="autodoc/clams.restify.html#clams.restify.Restifier.serve_production">serve_production() (clams.restify.Restifier method)</a>
-</li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.set_error_view">set_error_view() (clams.app.ClamsApp method)</a>
-</li>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.sign_view">sign_view() (clams.app.ClamsApp method)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="T">T</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.restify.html#clams.restify.Restifier.test_client">test_client() (clams.restify.Restifier method)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="U">U</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.universal_parameters">universal_parameters (clams.app.ClamsApp attribute)</a>
-</li>
-  </ul></td>
-</tr></table>
-
-<h2 id="V">V</h2>
-<table style="width: 100%" class="indextable genindextable"><tr>
-  <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="autodoc/clams.app.html#clams.app.ClamsApp.validate_document_locations">validate_document_locations() (clams.app.ClamsApp static method)</a>
-</li>
-  </ul></td>
-</tr></table>
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-<li class="toctree-l1"><a class="reference internal" href="cli.html"><code class="docutils literal notranslate"><span class="pre">clams</span></code> shell command</a></li>
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-  <section id="welcome-to-clams-python-sdk-documentation">
-<h1>Welcome to CLAMS Python SDK documentation!<a class="headerlink" href="#welcome-to-clams-python-sdk-documentation" title="Link to this heading"></a></h1>
-<section id="clams-project">
-<h2>CLAMS project<a class="headerlink" href="#clams-project" title="Link to this heading"></a></h2>
-<p><a class="reference external" href="https://clams.ai">CLAMS project</a> aims at free and open-source software platform for computational analysis and metadata generation applications for multimedia material. We believe free and open AI-based multimedia processing platform can bring many benefits of technical advancement to libraries, archives, and museums. To achieve interoperability between various computational applications developed be different vendors, which is absolutely necessary for using applications together supported by user-friendly workflow engines, we are also developing JSON-based MultiMedia Interchange Format (<a class="reference external" href="https://mmif.clams.ai">MMIF</a>)</p>
-</section>
-<section id="clams-python">
-<h2>clams-python<a class="headerlink" href="#clams-python" title="Link to this heading"></a></h2>
-<p><code class="docutils literal notranslate"><span class="pre">clams-python</span></code> is a Python implementation of the CLAMS SDK. <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> provides CLAMS app developers with the following assistance ;</p>
-<ol class="arabic simple">
-<li><p>handling MMIF files for input and output specification for CLAMS apps</p></li>
-<li><p>a base Python class to start developing a CLAMS app</p></li>
-<li><p>a flask-based wrapper to run a Python CLAMS app as an HTTP web app</p></li>
-<li><p>cookie-cutter shell command that sets up everything and starts a new CLAMS app project</p></li>
-</ol>
-<section id="start-now-from-getting-started">
-<h3>Start now from <a class="reference external" href="https://clamsproject.github.io/clams-python/introduction.html">Getting Started</a>!<a class="headerlink" href="#start-now-from-getting-started" title="Link to this heading"></a></h3>
-</section>
-</section>
-<section id="for-more">
-<h2>For more …<a class="headerlink" href="#for-more" title="Link to this heading"></a></h2>
-<ul class="simple">
-<li><p><a class="reference external" href="https://github.com/clamsproject/clams-python/blob/main/CHANGELOG.md">Version history and patch notes</a></p></li>
-<li><p><a class="reference external" href="https://clamsproject.github.io/clams-python/modules.html">CLAMS Python API documentation</a></p></li>
-<li><p><a class="reference external" href="https://clamsproject.github.io/mmif-python">MMIF-specific Python API documentation</a></p></li>
-<li><p><a class="reference external" href="https://clamsproject.github.io/apps">Public CLAMS App Directory</a></p></li>
-</ul>
-<div class="toctree-wrapper compound">
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-<ul>
-<li class="toctree-l1"><a class="reference internal" href="introduction.html">Getting started</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="introduction.html#overview">Overview</a></li>
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-<li class="toctree-l2"><a class="reference internal" href="introduction.html#installation">Installation</a></li>
-<li class="toctree-l2"><a class="reference internal" href="introduction.html#quick-start-with-the-app-template">Quick Start with the App Template</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="input-output.html">I/O Specification</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="input-output.html#mmif-package"><code class="docutils literal notranslate"><span class="pre">mmif</span></code> package</a></li>
-<li class="toctree-l2"><a class="reference internal" href="input-output.html#mmif-version-and-clams-apps">MMIF version and CLAMS apps</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="runtime-params.html">Runtime Configuration</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="runtime-params.html#as-python-api">As Python API</a></li>
-<li class="toctree-l2"><a class="reference internal" href="runtime-params.html#as-http-server">As HTTP Server</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="appmetadata.html">CLAMS App Metadata</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="appmetadata.html#overview">Overview</a></li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="appdirectory.html">CLAMS App Directory</a></li>
-<li class="toctree-l1"><a class="reference internal" href="cli.html"><code class="docutils literal notranslate"><span class="pre">clams</span></code> shell command</a></li>
-<li class="toctree-l1"><a class="reference internal" href="tutorial.html">Tutorial: Wrapping an NLP Application</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="tutorial.html#the-nlp-tool">The NLP tool</a></li>
-<li class="toctree-l2"><a class="reference internal" href="tutorial.html#wrapping-the-tokenizer">Wrapping the tokenizer</a></li>
-<li class="toctree-l2"><a class="reference internal" href="tutorial.html#containerization-with-docker">Containerization with Docker</a></li>
-</ul>
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-<p class="caption" role="heading"><span class="caption-text">API documentation:</span></p>
-<ul>
-<li class="toctree-l1"><a class="reference internal" href="modules.html">clams package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.app.html">clams.app package</a></li>
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-  <section id="i-o-specification">
-<span id="input-output"></span><h1>I/O Specification<a class="headerlink" href="#i-o-specification" title="Link to this heading"></a></h1>
-<p>A CLAMS app must be able to take a MMIF JSON as input as well as to return a MMIF JSON as output. MMIF is a JSON-based open source data format (with some JSON-LD components). For more details and discussions, please visit the <a class="reference external" href="https://mmif.clams.ai">MMIF website</a> and the <a class="reference external" href="https://github.com/clamsproject/mmif/issues">issue tracker</a>.</p>
-<p>To learn more about MMIF, please visit <a class="reference external" href="https://mmif.clams.ai/">MMIF specification documentation</a>.</p>
-<section id="mmif-package">
-<h2><code class="docutils literal notranslate"><span class="pre">mmif</span></code> package<a class="headerlink" href="#mmif-package" title="Link to this heading"></a></h2>
-<p><code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> PyPI package comes together with the installation of <code class="docutils literal notranslate"><span class="pre">clams-python</span></code>, and with it, you can use <code class="docutils literal notranslate"><span class="pre">mmif</span></code> python package.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">mmif</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">mmif.serialize</span><span class="w"> </span><span class="kn">import</span> <span class="n">Mmif</span>
-<span class="n">new_mmif</span> <span class="o">=</span> <span class="n">Mmif</span><span class="p">()</span>
-<span class="c1"># this will fail because an empty MMIF will fail to validate under the MMIF JSON schema</span>
-</pre></div>
-</div>
-<p>Because API’s of the <code class="docutils literal notranslate"><span class="pre">mmif</span></code> package is well documented in the <a class="reference external" href="http://clams.ai/mmif">mmif-python website</a>, we won’t go into more details here. Please refer to the website.</p>
-</section>
-<section id="mmif-version-and-clams-apps">
-<h2>MMIF version and CLAMS apps<a class="headerlink" href="#mmif-version-and-clams-apps" title="Link to this heading"></a></h2>
-<p>As some parts of <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> implementation is relying on structure of MMIF, it is possible that a MMIF file of a specific version does not work with a CLAMS app that is based on a incompatible version of <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code>.</p>
-<p>As we saw in the above, when using <code class="docutils literal notranslate"><span class="pre">Mmif</span></code> class, the MMIF JSON string is automatically validated under the MMIF JSON schema (shipped with the <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code>).
-So in most cases you don’t have to worry about the compatibility issue, but it is still important to understand the versioning scheme of MMIF + <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> and <code class="docutils literal notranslate"><span class="pre">clams-python</span></code>, because all <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> distributions are depending on specific versions of <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> as a Python library.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">mmif</span>
-<span class="n">mmif</span><span class="o">.</span><span class="n">__specver__</span>
-</pre></div>
-</div>
-<p>And when an app targets a specific version, it means:</p>
-<ol class="arabic simple">
-<li><p>The app can only process input MMIF files that are valid under the jsonschema of <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> version.</p></li>
-<li><p>The app will output MMIF files exactly versioned as the target version.</p></li>
-</ol>
-<p>However, also take these into consideration</p>
-<ol class="arabic simple">
-<li><p>Not all MMIF updates are about the jsonschema. That means, some MMIF versions share the same schema, hence the syntactic validation process can pass for differently versioned MMIF files.</p></li>
-<li><p>Changing jsonschema is actually a <em>big</em> change in MMIF, and we will try to avoid it as much as possible. When it’s unavoidable, we will release the new MMIF and <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> with the major version number incremented.</p></li>
-</ol>
-<p>For more information on the relation between <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> versions and MMIF specification versions, or MMIF version compatibility, please take time to read our decision on the subject <a class="reference external" href="https://mmif.clams.ai/versioning/">here</a>. You can also find a table with all public <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> packages and their target MMIF versions in the below. As we mentioned, developers don’t usually need to worry about MMIF versions.</p>
-<table class="docutils align-default" id="id1">
-<caption><span class="caption-text">Target Specification Versions</span><a class="headerlink" href="#id1" title="Link to this table"></a></caption>
-<thead>
-<tr class="row-odd"><th class="head"><p><code class="docutils literal notranslate"><span class="pre">clams-python</span></code> version</p></th>
-<th class="head"><p><code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> version</p></th>
-<th class="head"><p>Target MMIF Specification</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.3.2/">1.3.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.1.1/">1.1.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.1.0/">1.1.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.3.1/">1.3.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.19/">1.0.19</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.5/">1.0.5</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.3.0/">1.3.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.18/">1.0.18</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.5/">1.0.5</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.6/">1.2.6</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.18/">1.0.18</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.5/">1.0.5</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.5/">1.2.5</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.17/">1.0.17</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.5/">1.0.5</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.4/">1.2.4</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.16/">1.0.16</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.3/">1.2.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.15/">1.0.15</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.2/">1.2.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.14/">1.0.14</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.1/">1.2.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.13/">1.0.13</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.2.0/">1.2.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.13/">1.0.13</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.6/">1.1.6</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.13/">1.0.13</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.5/">1.1.5</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.11/">1.0.11</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.4/">1.1.4</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.11/">1.0.11</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.4/">1.0.4</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.3/">1.1.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.10/">1.0.10</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.2/">1.0.2</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.2/">1.1.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.9/">1.0.9</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.1.0/">1.1.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.1/">1.1.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.8/">1.0.8</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.1.0/">1.1.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.8/">1.0.8</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.9/">1.0.9</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.8/">1.0.8</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.8/">1.0.8</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.8/">1.0.8</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.7/">1.0.7</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.6/">1.0.6</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.6/">1.0.6</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.6/">1.0.6</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.5/">1.0.5</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.5/">1.0.5</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.4/">1.0.4</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.4/">1.0.4</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.3/">1.0.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.1/">1.0.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.2/">1.0.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.1/">1.0.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.1/">1.0.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.1/">1.0.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/1.0.0/">1.0.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/1.0.0/">1.0.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/1.0.0/">1.0.0</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.5.0/">0.5.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.6.3/">0.6.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.5.2/">0.5.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.5.0/">0.5.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.6.2/">0.6.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.5.2/">0.5.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.5.0/">0.5.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.6.1/">0.6.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.5.2/">0.5.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.5.0/">0.5.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.6.0/">0.6.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.5.1/">0.5.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.5.0/">0.5.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.5.3/">0.5.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.8/">0.4.8</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.2/">0.4.2</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.5.2/">0.5.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.6/">0.4.6</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.5.1/">0.5.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.6/">0.4.6</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.5.0/">0.5.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.5/">0.4.5</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.4.4/">0.4.4</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.5/">0.4.5</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.4.3/">0.4.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.4/">0.4.4</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.4.2/">0.4.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.2/">0.4.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.4.1/">0.4.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.1/">0.4.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.4.0/">0.4.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.4.1/">0.4.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.4.0/">0.4.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.3.0/">0.3.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.3.5/">0.3.5</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.3.1/">0.3.1</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.2.4/">0.2.4</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.3.3/">0.3.3</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.3.1/">0.3.1</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.2.3/">0.2.3</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.3.1/">0.3.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.3.0/">0.3.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.2.2/">0.2.2</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.3.1/">0.3.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.3.0/">0.3.0</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.2.1/">0.2.1</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.3.0/">0.3.0</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.3.0/">0.3.0</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.2.0/">0.2.0</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.2.2/">0.2.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.2.1/">0.2.1</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.1.8/">0.1.8</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.2.2/">0.2.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.2.1/">0.2.1</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.1.7/">0.1.7</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.2.2/">0.2.2</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.2.1/">0.2.1</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.1.6/">0.1.6</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.2.1/">0.2.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.2.1/">0.2.1</a></p></td>
-</tr>
-<tr class="row-odd"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.1.5/">0.1.5</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.2.1/">0.2.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.2.1/">0.2.1</a></p></td>
-</tr>
-<tr class="row-even"><td><p><a class="reference external" href="https://pypi.org/project/clams-python/0.1.4/">0.1.4</a></p></td>
-<td><p><a class="reference external" href="https://pypi.org/project/mmif-python/0.2.1/">0.2.1</a></p></td>
-<td><p><a class="reference external" href="https://mmif.clams.ai/0.2.1/">0.2.1</a></p></td>
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-  <section id="getting-started">
-<span id="introduction"></span><h1>Getting started<a class="headerlink" href="#getting-started" title="Link to this heading"></a></h1>
-<section id="overview">
-<h2>Overview<a class="headerlink" href="#overview" title="Link to this heading"></a></h2>
-<p>The CLAMS project has many moving parts to make various computational analysis tools talk to each other to create customized workflows. However the most important part of the project must be the apps published for the CLAMS platform. The CLAMS Python SDK will help app developers handling MMIF data format with high-level classes and methods in Python, and publishing their code as a CLAMS app that can be easily deployed to the site via CLAMS workflow engines, such as the <a class="reference external" href="https://appliance.clams.ai">CLAMS appliance</a>.</p>
-<p>A CLAMS app can be any software that performs automated contents analysis on text, audio, and/or image/video data stream, while using <a class="reference external" href="https://mmif.clams.ai">MMIF</a> as I/O format. When deployed into a CLAMS workflow engine, an app needs be running as a webapp wrapped in a container. In this documentation, we will explain what Python API’s and HTTP API’s an app must implement.</p>
-</section>
-<section id="prerequisites">
-<h2>Prerequisites<a class="headerlink" href="#prerequisites" title="Link to this heading"></a></h2>
-<ul class="simple">
-<li><p><a class="reference external" href="https://www.python.org">Python</a>: the latest <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> requires Python 3.8 or newer. We have no plan to support <a class="reference external" href="https://pythonclock.org/">Python 2.7</a>.</p></li>
-<li><p>Containerization software: when deployed to a CLAMS workflow engine, an app must be containerized. Developers can choose any containerization software for doing so, but <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> SDK is developed with <a class="reference external" href="https://www.docker.com">Docker</a> in mind.</p></li>
-</ul>
-</section>
-<section id="installation">
-<h2>Installation<a class="headerlink" href="#installation" title="Link to this heading"></a></h2>
-<p><code class="docutils literal notranslate"><span class="pre">clams-python</span></code> distribution package is <a class="reference external" href="https://pypi.org/project/clams-python/">available at PyPI</a>. You can use <code class="docutils literal notranslate"><span class="pre">pip</span></code> to install the latest version.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>pip<span class="w"> </span>install<span class="w"> </span>clams-python
-</pre></div>
-</div>
-<p>Note that installing <code class="docutils literal notranslate"><span class="pre">clams-python</span></code> will also install <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> PyPI package, which is a companion python library related to the MMIF data format. More information regarding MMIF specifications can be found <a class="reference external" href="https://mmif.clams.ai/">here</a>. Documentation on <code class="docutils literal notranslate"><span class="pre">mmif-python</span></code> is available at the <a class="reference external" href="https://clams.ai/mmif-python">Python API documentation website</a>.</p>
-</section>
-<section id="quick-start-with-the-app-template">
-<h2>Quick Start with the App Template<a class="headerlink" href="#quick-start-with-the-app-template" title="Link to this heading"></a></h2>
-<p><code class="docutils literal notranslate"><span class="pre">clams-python</span></code> comes with a cookiecutter template for creating a CLAMS app. You can use it to create a new app project.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>clams<span class="w"> </span>develop<span class="w"> </span>--help
-</pre></div>
-</div>
-<p>The newly created project will have a <code class="docutils literal notranslate"><span class="pre">README.md</span></code> file that explains how to develop and deploy the app. Here we will explain the basic structure of the project. Developing a CLAMS app has three (or four depending on the underlying analyzer) major components.</p>
-<ol class="arabic simple">
-<li><p>(Writing computational analysis code, or use existing code in Python)</p></li>
-<li><p>Make the analyzer to speak MMIF by wrapping with <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">clams.app.ClamsApp</span></code></a>.</p></li>
-<li><p>Make the app into a web app by wrapping with <a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier" title="clams.restify.Restifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">clams.restify.Restifier</span></code></a>.</p></li>
-<li><p>Containerize the app by writing a <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> or <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>.</p></li>
-</ol>
-<section id="clams-app-api">
-<h3>CLAMS App API<a class="headerlink" href="#clams-app-api" title="Link to this heading"></a></h3>
-<p>A CLAMS Python app is a python class that implements and exposes two core methods: <code class="docutils literal notranslate"><span class="pre">annotate()</span></code>, <code class="docutils literal notranslate"><span class="pre">appmetadata()</span></code>. In essence, these methods (discussed further below) are wrappers around <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> and <code class="docutils literal notranslate"><span class="pre">_appmetadata()</span></code>, and they provide some common functionality such as making sure the output is serialized into a string.</p>
-<ul class="simple">
-<li><p><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a>: Takes a MMIF as input and processes the MMIF input, then returns serialized MMIF <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a>.</p></li>
-<li><p><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.appmetadata" title="clams.app.ClamsApp.appmetadata"><code class="xref py py-meth docutils literal notranslate"><span class="pre">appmetadata()</span></code></a>: Returns JSON-formatted <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a> that contains metadata about the app.</p></li>
-</ul>
-<p>A good place to start writing a CLAMS app is to start with inheriting <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">clams.app.ClamsApp</span></code></a>. Let’s talk about the two methods in detail when inheriting the class.</p>
-<section id="annotate">
-<h4>annotate()<a class="headerlink" href="#annotate" title="Link to this heading"></a></h4>
-<p>The <code class="docutils literal notranslate"><span class="pre">annotate()</span></code> method is the core method of a CLAMS app. It takes a MMIF JSON string as the main input, along with other <a class="reference external" href="https://docs.python.org/3.8/glossary.html#term-argument">kwargs</a> for runtime configurations, and analyzes the MMIF input, then returns analysis results in a serialized MMIF <a class="reference external" href="https://docs.python.org/3/library/stdtypes.html#str" title="(in Python v3.13)"><code class="xref py py-class docutils literal notranslate"><span class="pre">str</span></code></a>.
-When you inherit <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">ClamsApp</span></code></a>, you need to implement</p>
-<ul>
-<li><p><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._annotate" title="clams.app.ClamsApp._annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">_annotate()</span></code></a> instead of <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a> (read the docstrings as they contain important information about the app implementation).</p></li>
-<li><p>at a high level, <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> is mostly concerned with</p>
-<blockquote>
-<div><ul class="simple">
-<li><p>finding processable documents and relevant annotations from previous views,</p></li>
-<li><p>creating new views,</p></li>
-<li><p>and calling the code that runs over the documents and inserts the results to the new views.</p></li>
-</ul>
-</div></blockquote>
-</li>
-</ul>
-<p>As a developer you can expose different behaviors of the <code class="docutils literal notranslate"><span class="pre">annotate()</span></code> method by providing configurable parameters as keyword arguments of the method. For example, you can have the user specify a re-sample rate of an audio file to be analyzed by providing a <code class="docutils literal notranslate"><span class="pre">resample_rate</span></code> parameter.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>These runtime configurations are not part of the MMIF input, but for reproducible analysis, you should record these configurations in the output MMIF.</p>
-</div>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>There are <em>universal</em> parameters defined at the SDK-level that all CLAMS apps commonly use. See <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.universal_parameters" title="clams.app.ClamsApp.universal_parameters"><code class="xref py py-const docutils literal notranslate"><span class="pre">clams.app.ClamsApp.universal_parameters</span></code></a>.</p>
-</div>
-<div class="admonition warning">
-<p class="admonition-title">Warning</p>
-<p>All the runtime configurations should be pre-announced in the app metadata.</p>
-</div>
-<p>Also see &lt;<a class="reference internal" href="tutorial.html"><span class="doc">Tutorial: Wrapping an NLP Application</span></a>&gt; for a step-by-step tutorial on how to write the <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> method with a simple example NLP tool.</p>
-</section>
-<section id="appmetadata">
-<h4>appmetadata()<a class="headerlink" href="#appmetadata" title="Link to this heading"></a></h4>
-<p>App metadata is a map where important information about the app itself is stored as key-value pairs. That said, the <code class="docutils literal notranslate"><span class="pre">appmetadata()</span></code> method should not perform any analysis on the input MMIF. In fact, it shouldn’t take any input at all.</p>
-<p>When using <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp" title="clams.app.ClamsApp"><code class="xref py py-class docutils literal notranslate"><span class="pre">clams.app.ClamsApp</span></code></a>, you have different options to implement information source for the metadata. See <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._load_appmetadata" title="clams.app.ClamsApp._load_appmetadata"><code class="xref py py-meth docutils literal notranslate"><span class="pre">_load_appmetadata()</span></code></a> for the options, and &lt;<a class="reference internal" href="appmetadata.html#appmetadata"><span class="std std-ref">CLAMS App Metadata</span></a>&gt; for the metadata specification.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>In the future, the app metadata will be used for automatic generation of <a class="reference internal" href="appdirectory.html#appdirectory"><span class="std std-ref">CLAMS App Directory</span></a>.</p>
-</div>
-</section>
-</section>
-<section id="http-webapp">
-<h3>HTTP webapp<a class="headerlink" href="#http-webapp" title="Link to this heading"></a></h3>
-<p>To be integrated into CLAMS workflow engines, a CLAMS app needs to serve as a webapp. Once your application class is ready, you can use <a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier" title="clams.restify.Restifier"><code class="xref py py-class docutils literal notranslate"><span class="pre">clams.restify.Restifier</span></code></a> to wrap your app as a <a class="reference external" href="https://palletsprojects.com/p/flask/">Flask</a>-based web application.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">clams.app</span><span class="w"> </span><span class="kn">import</span> <span class="n">ClamsApp</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">clams.restify</span><span class="w"> </span><span class="kn">import</span> <span class="n">Restifier</span>
-
-<span class="k">class</span><span class="w"> </span><span class="nc">AnApp</span><span class="p">(</span><span class="n">ClamsApp</span><span class="p">):</span>
-    <span class="c1"># Implements an app that does this and that.</span>
-
-<span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
-    <span class="n">app</span> <span class="o">=</span> <span class="n">AnApp</span><span class="p">()</span>
-    <span class="n">webapp</span> <span class="o">=</span> <span class="n">Restifier</span><span class="p">(</span><span class="n">app</span><span class="p">)</span>
-    <span class="n">webapp</span><span class="o">.</span><span class="n">run</span><span class="p">()</span>
-</pre></div>
-</div>
-<p>When running the above code, Python will start a web server and host your CLAMS app. By default the serve will listen to <code class="docutils literal notranslate"><span class="pre">0.0.0.0:5000</span></code>, but you can adjust hostname and port number. In this webapp, <code class="docutils literal notranslate"><span class="pre">appmetadata</span></code> and <code class="docutils literal notranslate"><span class="pre">annotate</span></code> will be respectively mapped to <code class="docutils literal notranslate"><span class="pre">GET</span></code>, and <code class="docutils literal notranslate"><span class="pre">POST</span></code> to the root route. Hence, for example, you can <code class="docutils literal notranslate"><span class="pre">POST</span></code> a MMIF file to the web app and get a response with the annotated MMIF string in the body.</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>Now with HTTP interface, users can pass runtime configuration as <a class="reference external" href="https://en.wikipedia.org/wiki/Query_string">URL query strings</a>. As the values of query string parameters are always strings, <code class="docutils literal notranslate"><span class="pre">Restifier</span></code> will try to convert the values to the types specified in the app metadata, using <code class="xref py py-class docutils literal notranslate"><span class="pre">clams.restify.ParameterCaster</span></code>.</p>
-</div>
-<p>In the above example, <a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier.run" title="clams.restify.Restifier.run"><code class="xref py py-meth docutils literal notranslate"><span class="pre">clams.restify.Restifier.run()</span></code></a> will start the webapp in debug mode on a <a class="reference external" href="https://palletsprojects.com/p/werkzeug/">Werkzeug</a> server, which is not always suitable for a production server. For a more robust server that can handle multiple requests asynchronously, you might want to use a production-ready HTTP server. In such a case you can use <a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier.serve_production" title="clams.restify.Restifier.serve_production"><code class="xref py py-meth docutils literal notranslate"><span class="pre">serve_production()</span></code></a>, which will spin up a multi-worker <a class="reference external" href="https://docs.gunicorn.org">Gunicorn</a> server. If you don’t like it (because, for example, gunicorn does not support Windows OS), you can write your own HTTP wrapper. At the end of the day, all you need is a webapp that maps <code class="docutils literal notranslate"><span class="pre">appmetadata</span></code> and <code class="docutils literal notranslate"><span class="pre">annotate</span></code> on <code class="docutils literal notranslate"><span class="pre">GET</span></code> and <code class="docutils literal notranslate"><span class="pre">POST</span></code> requests.</p>
-<p>To test the behavior of the application in a Flask server, you should run the app as a webapp in a terminal (shell) session:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>python<span class="w"> </span>app.py<span class="w"> </span>--develop<span class="w"> </span>--port<span class="w"> </span><span class="m">5000</span>
-<span class="c1"># default port number is 5000</span>
-</pre></div>
-</div>
-<p>And poke at it from a new shell session:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span><span class="c1"># in a new terminal session</span>
-$<span class="w"> </span>curl<span class="w"> </span>http://localhost:5000/
-$<span class="w"> </span>curl<span class="w"> </span>-H<span class="w"> </span><span class="s2">&quot;Accept: application/json&quot;</span><span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>-d@input/example-1.mmif<span class="w"> </span><span class="s2">&quot;http://0.0.0.0:5000?pretty=True&quot;</span>
-</pre></div>
-</div>
-<p>The first command prints the metadata, and the second prints the output MMIF file. Appending <code class="docutils literal notranslate"><span class="pre">?pretty=True</span></code> to the URL will result in a pretty printed output. Note that with the <code class="docutils literal notranslate"><span class="pre">--develop</span></code> option we started a Flask development server. Without this option, a production server will be started. To get more information about the input file format (the contents of <code class="docutils literal notranslate"><span class="pre">input/example-1.mmif</span></code>), please refer to <a class="reference external" href="https://apps.clams.ai/clamsapp">the user manual</a>.</p>
-</section>
-<section id="containerization">
-<h3>Containerization<a class="headerlink" href="#containerization" title="Link to this heading"></a></h3>
-<p>In addition to the HTTP service, a CLAMS app is expected to be containerized for seamless deployment to CLAMS workflow engines. Also, independently from being compatible with the CLAMS platform, containerization of your app is recommended especially when your app processes video streams and is dependent on complicated system-level video processing libraries (e.g. <a class="reference external" href="https://opencv.org/">OpenCV</a>, <a class="reference external" href="https://ffmpeg.org/">FFmpeg</a>).</p>
-<p>When you start developing an app with <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> command, the command will create a <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> with some instructions as inline comments for you (you can always start from scratch with any containerization tool you like).</p>
-<div class="admonition note">
-<p class="admonition-title">Note</p>
-<p>If you are part of CLAMS team and you want to publish your app to the <code class="docutils literal notranslate"><span class="pre">https://github.com/clamsproject</span></code> organization, <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> command will also create a GitHub Actions files to automatically build and push an app image to the organization’s container registry. For the actions to work, you must use the name <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> instead of <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>.</p>
-</div>
-<p>If you are not familiar with <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> or <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>, refer to the <a class="reference external" href="https://docs.docker.com/engine/reference/builder/">official documentation</a> to learn how to write one. To integrate to the CLAMS workflow engines, a containerized CLAMS app must automatically start itself as a webapp when instantiated as a container, and listen to <code class="docutils literal notranslate"><span class="pre">5000</span></code> port.</p>
-<p>We have a <a class="reference external" href="https://github.com/orgs/clamsproject/packages">public GitHub Container Repository</a>, and publishing Debian-based base images to help developers write <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> and save build time to install common libraries. At the moment we have various basic images with Python 3.8, <code class="docutils literal notranslate"><span class="pre">clams-python</span></code>, and commonly used video and audio processing libraries installed.</p>
-<p>Once you finished writing your <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code>, you can build and test the containerized app locally. If you are not familiar with building and running container images To build a Docker image, these documentation will be helpful.</p>
-<ul class="simple">
-<li><p><a class="reference external" href="https://docs.docker.com/engine/reference/commandline/build/">https://docs.docker.com/engine/reference/commandline/build/</a></p></li>
-<li><p><a class="reference external" href="https://docs.docker.com/engine/reference/run/">https://docs.docker.com/engine/reference/run/</a></p></li>
-<li><p><a class="reference external" href="https://apps.clams.ai/clamsapp">https://apps.clams.ai/clamsapp</a></p></li>
-</ul>
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-<h1>clams package<a class="headerlink" href="#clams-package" title="Link to this heading"></a></h1>
-<p>API documentation</p>
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-<li class="toctree-l1"><a class="reference internal" href="autodoc/clams.app.html">clams.app package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp"><code class="docutils literal notranslate"><span class="pre">ClamsApp</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._RAW_PARAMS_KEY"><code class="docutils literal notranslate"><span class="pre">ClamsApp._RAW_PARAMS_KEY</span></code></a></li>
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-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._appmetadata"><code class="docutils literal notranslate"><span class="pre">ClamsApp._appmetadata()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._check_mmif_compatibility"><code class="docutils literal notranslate"><span class="pre">ClamsApp._check_mmif_compatibility()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._load_appmetadata"><code class="docutils literal notranslate"><span class="pre">ClamsApp._load_appmetadata()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp._refine_params"><code class="docutils literal notranslate"><span class="pre">ClamsApp._refine_params()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.annotate"><code class="docutils literal notranslate"><span class="pre">ClamsApp.annotate()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.appmetadata"><code class="docutils literal notranslate"><span class="pre">ClamsApp.appmetadata()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.get_configuration"><code class="docutils literal notranslate"><span class="pre">ClamsApp.get_configuration()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.open_document_location"><code class="docutils literal notranslate"><span class="pre">ClamsApp.open_document_location()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.record_error"><code class="docutils literal notranslate"><span class="pre">ClamsApp.record_error()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.set_error_view"><code class="docutils literal notranslate"><span class="pre">ClamsApp.set_error_view()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.sign_view"><code class="docutils literal notranslate"><span class="pre">ClamsApp.sign_view()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.universal_parameters"><code class="docutils literal notranslate"><span class="pre">ClamsApp.universal_parameters</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.validate_document_locations"><code class="docutils literal notranslate"><span class="pre">ClamsApp.validate_document_locations()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="autodoc/clams.appmetadata.html">clams.appmetadata package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata"><code class="docutils literal notranslate"><span class="pre">AppMetadata</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_input"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_input()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_more"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_more()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_output"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_output()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.add_parameter"><code class="docutils literal notranslate"><span class="pre">AppMetadata.add_parameter()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.AppMetadata.model_config"><code class="docutils literal notranslate"><span class="pre">AppMetadata.model_config</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input"><code class="docutils literal notranslate"><span class="pre">Input</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.add_description"><code class="docutils literal notranslate"><span class="pre">Input.add_description()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.copy"><code class="docutils literal notranslate"><span class="pre">Input.copy()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_config"><code class="docutils literal notranslate"><span class="pre">Input.model_config</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_construct"><code class="docutils literal notranslate"><span class="pre">Input.model_construct()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_copy"><code class="docutils literal notranslate"><span class="pre">Input.model_copy()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_dump"><code class="docutils literal notranslate"><span class="pre">Input.model_dump()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_dump_json"><code class="docutils literal notranslate"><span class="pre">Input.model_dump_json()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_extra"><code class="docutils literal notranslate"><span class="pre">Input.model_extra</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_fields_set"><code class="docutils literal notranslate"><span class="pre">Input.model_fields_set</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_json_schema"><code class="docutils literal notranslate"><span class="pre">Input.model_json_schema()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_parametrized_name"><code class="docutils literal notranslate"><span class="pre">Input.model_parametrized_name()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_post_init"><code class="docutils literal notranslate"><span class="pre">Input.model_post_init()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_rebuild"><code class="docutils literal notranslate"><span class="pre">Input.model_rebuild()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_validate"><code class="docutils literal notranslate"><span class="pre">Input.model_validate()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_validate_json"><code class="docutils literal notranslate"><span class="pre">Input.model_validate_json()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Input.model_validate_strings"><code class="docutils literal notranslate"><span class="pre">Input.model_validate_strings()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output"><code class="docutils literal notranslate"><span class="pre">Output</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.add_description"><code class="docutils literal notranslate"><span class="pre">Output.add_description()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.copy"><code class="docutils literal notranslate"><span class="pre">Output.copy()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_config"><code class="docutils literal notranslate"><span class="pre">Output.model_config</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_construct"><code class="docutils literal notranslate"><span class="pre">Output.model_construct()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_copy"><code class="docutils literal notranslate"><span class="pre">Output.model_copy()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_dump"><code class="docutils literal notranslate"><span class="pre">Output.model_dump()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_dump_json"><code class="docutils literal notranslate"><span class="pre">Output.model_dump_json()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_extra"><code class="docutils literal notranslate"><span class="pre">Output.model_extra</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_fields_set"><code class="docutils literal notranslate"><span class="pre">Output.model_fields_set</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_json_schema"><code class="docutils literal notranslate"><span class="pre">Output.model_json_schema()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_parametrized_name"><code class="docutils literal notranslate"><span class="pre">Output.model_parametrized_name()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_post_init"><code class="docutils literal notranslate"><span class="pre">Output.model_post_init()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_rebuild"><code class="docutils literal notranslate"><span class="pre">Output.model_rebuild()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_validate"><code class="docutils literal notranslate"><span class="pre">Output.model_validate()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_validate_json"><code class="docutils literal notranslate"><span class="pre">Output.model_validate_json()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.Output.model_validate_strings"><code class="docutils literal notranslate"><span class="pre">Output.model_validate_strings()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.copy"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.copy()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_config"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_config</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_construct"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_construct()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_copy"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_copy()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_dump"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_dump()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_dump_json"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_dump_json()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_extra"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_extra</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_fields_set"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_fields_set</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_json_schema"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_json_schema()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_parametrized_name"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_parametrized_name()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_post_init"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_post_init()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_rebuild"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_rebuild()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_validate"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_validate()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_validate_json"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_validate_json()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.appmetadata.html#clams.appmetadata.RuntimeParameter.model_validate_strings"><code class="docutils literal notranslate"><span class="pre">RuntimeParameter.model_validate_strings()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="autodoc/clams.restify.html">clams.restify package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi"><code class="docutils literal notranslate"><span class="pre">ClamsHTTPApi</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.get"><code class="docutils literal notranslate"><span class="pre">ClamsHTTPApi.get()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.json_to_response"><code class="docutils literal notranslate"><span class="pre">ClamsHTTPApi.json_to_response()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.methods"><code class="docutils literal notranslate"><span class="pre">ClamsHTTPApi.methods</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.post"><code class="docutils literal notranslate"><span class="pre">ClamsHTTPApi.post()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.ClamsHTTPApi.put"><code class="docutils literal notranslate"><span class="pre">ClamsHTTPApi.put()</span></code></a></li>
-</ul>
-</li>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier"><code class="docutils literal notranslate"><span class="pre">Restifier</span></code></a><ul>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier.run"><code class="docutils literal notranslate"><span class="pre">Restifier.run()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier.serve_development"><code class="docutils literal notranslate"><span class="pre">Restifier.serve_development()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier.serve_production"><code class="docutils literal notranslate"><span class="pre">Restifier.serve_production()</span></code></a></li>
-<li class="toctree-l3"><a class="reference internal" href="autodoc/clams.restify.html#clams.restify.Restifier.test_client"><code class="docutils literal notranslate"><span class="pre">Restifier.test_client()</span></code></a></li>
-</ul>
-</li>
-</ul>
-</li>
-<li class="toctree-l1"><a class="reference internal" href="autodoc/clams.mmif_utils.html">clams.mmif_utils package</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.mmif_utils.html#rewind-module"><code class="docutils literal notranslate"><span class="pre">rewind</span></code> module</a></li>
-<li class="toctree-l2"><a class="reference internal" href="autodoc/clams.mmif_utils.html#source-module"><code class="docutils literal notranslate"><span class="pre">source</span></code> module</a></li>
-</ul>
-</li>
-</ul>
-</div>
-</section>
-
-
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-  <section id="runtime-configuration">
-<span id="runtime-params"></span><h1>Runtime Configuration<a class="headerlink" href="#runtime-configuration" title="Link to this heading"></a></h1>
-<section id="as-python-api">
-<h2>As Python API<a class="headerlink" href="#as-python-api" title="Link to this heading"></a></h2>
-<p>Using keyword arguments in the <a class="reference internal" href="autodoc/clams.app.html#clams.app.ClamsApp.annotate" title="clams.app.ClamsApp.annotate"><code class="xref py py-meth docutils literal notranslate"><span class="pre">annotate()</span></code></a> method, you
-can make your app configurable at the runtime.</p>
-<p>For example, an app can be configured to use a different combination of optional
-input annotation types, or to use a different unit for the output time-based
-annotations. See an example below.</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span><span class="w"> </span><span class="nc">NamedEntityRecognizerApp</span><span class="p">(</span><span class="n">ClamsApp</span><span class="p">):</span>
-    <span class="k">def</span><span class="w"> </span><span class="fm">__init__</span><span class="p">(</span><span class="bp">self</span><span class="p">)</span>
-        <span class="nb">super</span><span class="p">()</span><span class="o">.</span><span class="fm">__init__</span><span class="p">()</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">ner_model</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_load_model</span><span class="p">()</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">annotate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">input_mmif</span><span class="p">,</span> <span class="o">**</span><span class="n">parameters</span><span class="p">)</span>
-        <span class="o">...</span>  <span class="c1"># preamble to &quot;sign&quot; the view and prepare a new view to use</span>
-        <span class="n">labels_to_use</span> <span class="o">=</span> <span class="n">parameters</span><span class="o">.</span><span class="n">get</span><span class="p">(</span><span class="s1">&#39;labels&#39;</span><span class="p">,</span> <span class="p">[</span><span class="s1">&#39;PERSON&#39;</span><span class="p">,</span> <span class="s1">&#39;ORG&#39;</span><span class="p">,</span> <span class="s1">&#39;GPE&#39;</span><span class="p">])</span>
-        <span class="n">text</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">get_text</span><span class="p">(</span><span class="n">input_mmif</span><span class="p">)</span>
-        <span class="n">ne</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">ner_model</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
-        <span class="k">for</span> <span class="n">ent</span> <span class="ow">in</span> <span class="n">ne</span><span class="p">:</span>
-            <span class="k">if</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span> <span class="ow">in</span> <span class="n">labels_to_use</span><span class="p">:</span>
-                <span class="bp">self</span><span class="o">.</span><span class="n">add_annotation</span><span class="p">(</span><span class="n">input_mmif</span><span class="p">,</span> <span class="n">ent</span><span class="o">.</span><span class="n">start_char</span><span class="p">,</span> <span class="n">ent</span><span class="o">.</span><span class="n">end_char</span><span class="p">,</span> <span class="n">ent</span><span class="o">.</span><span class="n">label_</span><span class="p">)</span>
-        <span class="k">return</span> <span class="n">input_mmif</span>
-
-    <span class="o">...</span>
-</pre></div>
-</div>
-<p>When you use a configuration parameter in your app, you should also expose it
-to the user via the app metadata. See <a class="reference internal" href="appmetadata.html#appmetadata"><span class="std std-ref">CLAMS App Metadata</span></a> section for more details.</p>
-</section>
-<section id="as-http-server">
-<h2>As HTTP Server<a class="headerlink" href="#as-http-server" title="Link to this heading"></a></h2>
-<p>When running as a HTTP server, a CLAMS app should be stateless (or always set to
-default states), and all the state should be “configured” by the client for each
-request, via the runtime configuration parameters we described above if necessary.
-For HTTP interface, users can enter configuration values via
-<a class="reference external" href="https://en.wikipedia.org/wiki/Query_string">query strings</a> as part of the
-request URL. For example, if the user wants to use the above app as a server
-with the <cite>labels</cite> parameter only set to <code class="docutils literal notranslate"><span class="pre">PERSON</span></code> and <code class="docutils literal notranslate"><span class="pre">ORG</span></code>, then the user
-can send a <code class="docutils literal notranslate"><span class="pre">POST</span></code> request to the server with the following URL:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>http://app-server:5000?labels<span class="o">=</span>PERSON<span class="p">&amp;</span><span class="nv">labels</span><span class="o">=</span>ORG
-</pre></div>
-</div>
-<p>Note that for this example to work, the parameter must be specified as
-<code class="docutils literal notranslate"><span class="pre">multivalued=True</span></code> in the app metadata, so that the SDK can collect multiple
-values for the same parameter name in a single python list and pass to the
-<code class="docutils literal notranslate"><span class="pre">annotate()</span></code> method. Otherwise, only the <em>first</em> value will be passed.</p>
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-<li class="toctree-l1 current"><a class="current reference internal" href="#">Tutorial: Wrapping an NLP Application</a><ul>
-<li class="toctree-l2"><a class="reference internal" href="#the-nlp-tool">The NLP tool</a></li>
-<li class="toctree-l2"><a class="reference internal" href="#wrapping-the-tokenizer">Wrapping the tokenizer</a><ul>
-<li class="toctree-l3"><a class="reference internal" href="#imports">Imports</a></li>
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-  <section id="tutorial-wrapping-an-nlp-application">
-<span id="tutorial"></span><h1>Tutorial: Wrapping an NLP Application<a class="headerlink" href="#tutorial-wrapping-an-nlp-application" title="Link to this heading"></a></h1>
-<p>The following is a tutorial on how to wrap a simple NLP tool as a CLAMS application, using app template generated by <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> command.
-Particularly, this article is focused on writing <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> method in a CLAMS app (<code class="docutils literal notranslate"><span class="pre">app.py</span></code>).
-This may not make a lot of sense without glancing over recent <a class="reference external" href="https://mmif.clams.ai/">MMIF specifications</a> and <a class="reference external" href="introduction.html">CLAMS SDK overview</a>.</p>
-<section id="the-nlp-tool">
-<h2>The NLP tool<a class="headerlink" href="#the-nlp-tool" title="Link to this heading"></a></h2>
-<p>We use an ultra simple tokenizer as <code class="docutils literal notranslate"><span class="pre">tokenizer.py</span></code> as the example NLP tool. All it does is define a tokenize function that uses a simple regular expression and returns a list of offset pairs.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>cat<span class="w"> </span>tokenizer.py
-
-
-import<span class="w"> </span>re
-
-<span class="nv">__VERSION__</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s1">&#39;v1&#39;</span>
-
-def<span class="w"> </span>tokenize<span class="o">(</span>text<span class="o">)</span>:
-<span class="w">    </span><span class="k">return</span><span class="w"> </span><span class="o">[</span>tok.span<span class="o">()</span><span class="w"> </span><span class="k">for</span><span class="w"> </span>tok<span class="w"> </span><span class="k">in</span><span class="w"> </span>re.finditer<span class="o">(</span><span class="s2">&quot;\w+&quot;</span>,<span class="w"> </span>text<span class="o">)]</span>
-</pre></div>
-</div>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="err">$</span> <span class="n">python</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="kn">import</span><span class="w"> </span><span class="nn">tokenizer</span>
-<span class="o">&gt;&gt;&gt;</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">tokenize</span><span class="p">(</span><span class="s1">&#39;Fido barks.&#39;</span><span class="p">)</span>
-<span class="p">[(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">4</span><span class="p">),</span> <span class="p">(</span><span class="mi">5</span><span class="p">,</span> <span class="mi">10</span><span class="p">)]</span>
-</pre></div>
-</div>
-</section>
-<section id="wrapping-the-tokenizer">
-<h2>Wrapping the tokenizer<a class="headerlink" href="#wrapping-the-tokenizer" title="Link to this heading"></a></h2>
-<p>First, it is recommended to use <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> in the command line and follow the instructions there to generate the necessary skeleton templates for developing the app.
-In the rest of this tutorial, we will use <code class="docutils literal notranslate"><span class="pre">TokenizerWrapper</span></code> as the class name
-(To generate a starter code with that class name, you need to use <code class="docutils literal notranslate"><span class="pre">-n</span> <span class="pre">tokenizer-wrapper</span></code> flag).</p>
-<p>By convention, all the “app” code is in a script named <code class="docutils literal notranslate"><span class="pre">app.py</span></code> (this is not a strict requirement and you can give it another name). The <code class="docutils literal notranslate"><span class="pre">app.py</span></code> script in general does several things:</p>
-<ol class="arabic simple">
-<li><p>importing the necessary code (preamble)</p></li>
-<li><p>creating a subclass of <code class="docutils literal notranslate"><span class="pre">ClamsApp</span></code> that defines the metadata (<code class="docutils literal notranslate"><span class="pre">_appmetadata()</span></code>) and provides a method to run the wrapped tool (<code class="docutils literal notranslate"><span class="pre">_annotate()</span></code>)</p></li>
-<li><p>providing a way to run the code as a HTTP Flask server (<code class="docutils literal notranslate"><span class="pre">__main__</span></code> block).</p></li>
-</ol>
-<p>The <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> cookie cutter will generate the third part. Thus, the first and second parts of the code are explained here.</p>
-<section id="imports">
-<h3>Imports<a class="headerlink" href="#imports" title="Link to this heading"></a></h3>
-<p>Aside from a few standard modules we need the following imports:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span><span class="w"> </span><span class="nn">clams</span><span class="w"> </span><span class="kn">import</span> <span class="n">ClamsApp</span><span class="p">,</span> <span class="n">Restifier</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">mmif</span><span class="w"> </span><span class="kn">import</span> <span class="n">Mmif</span><span class="p">,</span> <span class="n">View</span><span class="p">,</span> <span class="n">Annotation</span><span class="p">,</span> <span class="n">Document</span><span class="p">,</span> <span class="n">AnnotationTypes</span><span class="p">,</span> <span class="n">DocumentTypes</span>
-
-<span class="c1"># For an NLP tool we need to import the LAPPS vocabulary items</span>
-<span class="kn">from</span><span class="w"> </span><span class="nn">lapps.discriminators</span><span class="w"> </span><span class="kn">import</span> <span class="n">Uri</span>
-<span class="c1"># --- came from the starter code</span>
-
-<span class="kn">import</span><span class="w"> </span><span class="nn">tokenizer</span>  <span class="c1"># THIS MEANS you put the `tokenizer.py` in the same directory with `app.py`</span>
-</pre></div>
-</div>
-<p>For non-NLP CLAMS applications we would also do  <code class="docutils literal notranslate"><span class="pre">from</span> <span class="pre">mmif.vocabulary</span> <span class="pre">import</span> <span class="pre">AnnotationTypes</span></code>, but this is not needed for NLP applications because they do not need the CLAMS vocabulary. What we do need to import are the URIs of all LAPPS annotation types and the NLP tool itself.</p>
-<blockquote>
-<div><p><em>Note</em>
-MMIF uses LAPPS vocabulary for linguistic annotation types.</p>
-</div></blockquote>
-<p>Importing <code class="docutils literal notranslate"><span class="pre">lapps.discriminators.Uri</span></code> is for convenience since it gives us easy access to the URIs of annotation types and some of their attributes. The following code prints a list of available variables that point to URIs:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="gp">&gt;&gt;&gt; </span><span class="kn">from</span><span class="w"> </span><span class="nn">lapps.discriminators</span><span class="w"> </span><span class="kn">import</span> <span class="n">Uri</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">attrs</span> <span class="o">=</span> <span class="p">[</span><span class="n">x</span> <span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="nb">dir</span><span class="p">(</span><span class="n">Uri</span><span class="p">)</span> <span class="k">if</span> <span class="ow">not</span> <span class="n">x</span><span class="o">.</span><span class="n">startswith</span><span class="p">(</span><span class="s1">&#39;__&#39;</span><span class="p">)]</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="n">attrs</span> <span class="o">=</span> <span class="p">[</span><span class="n">a</span> <span class="k">for</span> <span class="n">a</span> <span class="ow">in</span> <span class="n">attrs</span> <span class="k">if</span> <span class="ow">not</span> <span class="nb">getattr</span><span class="p">(</span><span class="n">Uri</span><span class="p">,</span> <span class="n">a</span><span class="p">)</span><span class="o">.</span><span class="n">find</span><span class="p">(</span><span class="s1">&#39;org/ns&#39;</span><span class="p">)</span> <span class="o">&gt;</span> <span class="o">-</span><span class="mi">1</span><span class="p">]</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="s1">&#39; &#39;</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">attrs</span><span class="p">))</span>
-<span class="go">ANNOTATION CHUNK CONSTITUENT COREF DATE DEPENDENCY DEPENDENCY_STRUCTURE DOCUMENT GENERIC_RELATION LEMMA LOCATION LOOKUP MARKABLE MATCHES NCHUNK NE ORGANIZATION PARAGRAPH PERSON PHRASE_STRUCTURE POS RELATION SEMANTIC_ROLE SENTENCE TOKEN VCHUNK</span>
-<span class="gp">&gt;&gt;&gt; </span><span class="nb">print</span><span class="p">(</span><span class="n">Uri</span><span class="o">.</span><span class="n">TOKEN</span><span class="p">)</span>
-<span class="go">http://vocab.lappsgrid.org/Token</span>
-</pre></div>
-</div>
-</section>
-<section id="the-application-class">
-<h3>The application class<a class="headerlink" href="#the-application-class" title="Link to this heading"></a></h3>
-<p>With the imports in place we define a subclass of <code class="docutils literal notranslate"><span class="pre">ClamsApp</span></code> which needs two methods:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">class</span><span class="w"> </span><span class="nc">TokenizerWrapper</span><span class="p">(</span><span class="n">ClamsApp</span><span class="p">):</span>
-    <span class="k">def</span><span class="w"> </span><span class="nf">_appmetadata</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span> <span class="k">pass</span>
-
-    <span class="k">def</span><span class="w"> </span><span class="nf">_annotate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">mmif</span><span class="p">):</span> <span class="k">pass</span>
-</pre></div>
-</div>
-<p>Here it is useful to introduce some background. The CLAMS HTTP API connects the GET and POST requests to the <code class="docutils literal notranslate"><span class="pre">appmetdata()</span></code>  and  <code class="docutils literal notranslate"><span class="pre">annotate()</span></code> methods on the app respectively, and those methods are both defined in <code class="docutils literal notranslate"><span class="pre">ClamsApp</span></code>. In essence, they are wrappers around  <code class="docutils literal notranslate"><span class="pre">_appmetadata()</span></code> and   <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> and provide some common functionality like making sure the output is serialized into a string.</p>
-<section id="app-metadata">
-<h4>App Metadata<a class="headerlink" href="#app-metadata" title="Link to this heading"></a></h4>
-<p>The <code class="docutils literal notranslate"><span class="pre">_appmetadata()</span></code> method should return an <code class="docutils literal notranslate"><span class="pre">AppMetadata</span></code> object that defines the relevant metadata for the app:</p>
-<p>(If you are using the app template, use <code class="docutils literal notranslate"><span class="pre">metadata.py</span></code> instead of <code class="docutils literal notranslate"><span class="pre">app.py</span></code> to define the metadata.)</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="n">APP_LICENSE</span> <span class="o">=</span> <span class="s1">&#39;Apache 2.0&#39;</span>
-<span class="n">TOKENIZER_LICENSE</span> <span class="o">=</span> <span class="s1">&#39;Apache 2.0&#39;</span>
-<span class="n">TOKENIZER_VERSION</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">__VERSION__</span>
-
-<span class="k">def</span><span class="w"> </span><span class="nf">_appmetadata</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-    <span class="n">metadata</span> <span class="o">=</span> <span class="n">AppMetadata</span><span class="p">(</span>
-        <span class="n">identifier</span><span class="o">=</span><span class="s1">&#39;tokenizer-wrapper&#39;</span><span class="p">,</span>
-        <span class="n">name</span><span class="o">=</span><span class="s2">&quot;Tokenizer Wrapper&quot;</span><span class="p">,</span>
-        <span class="n">url</span><span class="o">=</span><span class="s1">&#39;https://github.com/clamsproject/app-nlp-example&#39;</span><span class="p">,</span>
-        <span class="n">description</span><span class="o">=</span><span class="s2">&quot;Apply simple tokenization to all text documents in a MMIF file.&quot;</span><span class="p">,</span>
-        <span class="n">app_license</span><span class="o">=</span><span class="n">APP_LICENSE</span><span class="p">,</span>
-        <span class="n">analyzer_version</span><span class="o">=</span><span class="n">TOKENIZER_VERSION</span><span class="p">,</span>
-        <span class="n">analyzer_license</span><span class="o">=</span><span class="n">TOKENIZER_LICENSE</span><span class="p">,</span>
-    <span class="p">)</span>
-    <span class="n">metadata</span><span class="o">.</span><span class="n">add_input</span><span class="p">(</span><span class="n">DocumentTypes</span><span class="o">.</span><span class="n">TextDocument</span><span class="p">)</span>
-    <span class="n">metadata</span><span class="o">.</span><span class="n">add_output</span><span class="p">(</span><span class="n">Uri</span><span class="o">.</span><span class="n">TOKEN</span><span class="p">)</span>
-    <span class="n">metadata</span><span class="o">.</span><span class="n">add_parameter</span><span class="p">(</span><span class="s1">&#39;error&#39;</span><span class="p">,</span> <span class="s1">&#39;Throw error if set to True&#39;</span><span class="p">,</span> <span class="s1">&#39;boolean&#39;</span><span class="p">)</span>
-    <span class="n">metadata</span><span class="o">.</span><span class="n">add_parameter</span><span class="p">(</span><span class="s1">&#39;eol&#39;</span><span class="p">,</span> <span class="s1">&#39;Insert sentence boundaries&#39;</span><span class="p">,</span> <span class="s1">&#39;boolean&#39;</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">metadata</span>
-</pre></div>
-</div>
-<blockquote>
-<div><p><strong>Warning</strong>
-When using the separately generated <code class="docutils literal notranslate"><span class="pre">metadata.py</span></code> created via <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code>, this method within <code class="docutils literal notranslate"><span class="pre">app.py</span></code> should be left empty with a <code class="docutils literal notranslate"><span class="pre">pass</span></code> statement as shown below:</p>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">_appmetadata</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
-    <span class="c1"># When using the ``metadata.py`` leave this do-nothing &quot;pass&quot; method here.</span>
-        <span class="k">pass</span>
-</pre></div>
-</div>
-<p>And the <code class="docutils literal notranslate"><span class="pre">appmetadata()</span></code> within <code class="docutils literal notranslate"><span class="pre">metadata.py</span></code> should be implemented instead. Follow the instructions in the template.</p>
-</div></blockquote>
-<p>As we see in the code above, the <code class="docutils literal notranslate"><span class="pre">AppMetadata</span></code> object is created with the following fields:
-identifier, name, url, description, app_license, analyzer_version, and analyzer_license. If you used <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> to generate the app template, you’ll also notice that some of these fields are already filled in for you based on the <code class="docutils literal notranslate"><span class="pre">-n</span></code> argument you provided.</p>
-<p>More interesting are the <code class="docutils literal notranslate"><span class="pre">add_input()</span></code>, <code class="docutils literal notranslate"><span class="pre">add_output()</span></code>, and <code class="docutils literal notranslate"><span class="pre">add_parameter()</span></code> parts.
-The <code class="docutils literal notranslate"><span class="pre">add_input()</span></code> method is used to specify the input annotation type(s) that the app expects. Here, we specify that the app just expects text documents.
-The <code class="docutils literal notranslate"><span class="pre">add_output()</span></code> method is used to specify the output annotation type(s) that the app produces.
-So our first CLAMS app will take text documents as input and produce token annotations as output.
-Note that the I/O types must be specified using the URIs. We are using URIs defined in CLAMS and LAPPS vocabularies, but as long as the type is defined somewhere, any URI can be used.</p>
-<p>Finally, the <code class="docutils literal notranslate"><span class="pre">add_parameter()</span></code> method is used to specify the parameters that the app accepts.
-For usage of these parameters, you’ll find <a class="reference external" href="runtime-params">Runtime Configuration</a> page helpful.
-Now, as a developer, you can specify the parameters that the app accepts, so the users can set these parameters when running the app, using <code class="docutils literal notranslate"><span class="pre">add_parameter()</span></code> method.
-Here, we are defining two parameters: <code class="docutils literal notranslate"><span class="pre">error</span></code> and <code class="docutils literal notranslate"><span class="pre">eol</span></code>, and in addition to the name of parameter, we also specify the description and the type of the parameter. With the desciption and the type, the parameters should be pretty self-explanatory to the user.
-One think to note in this code snippet is that both parameters don’t have default values.
-This means that if the user doesn’t specify the value for these parameters at the runtime, the app will not run and throw an error.
-If you want to make a parameter “optional” by providing a default value, you can do so by adding a <code class="docutils literal notranslate"><span class="pre">default</span></code> argument to the <code class="docutils literal notranslate"><span class="pre">add_parameter()</span></code> method.</p>
-<blockquote>
-<div><p><strong>Note</strong>
-Also refer to <a class="reference external" href="https://sdk.clams.ai/appmetadata.html">CLAMS App Metadata</a> for more details regarding what fields need to be specified.</p>
-</div></blockquote>
-</section>
-<section id="annotate">
-<h4><code class="docutils literal notranslate"><span class="pre">_annotate()</span></code><a class="headerlink" href="#annotate" title="Link to this heading"></a></h4>
-<p>The <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> method should accept a MMIF file/string/object as its first parameter and always returns a <code class="docutils literal notranslate"><span class="pre">MMIF</span></code> object with an additional <code class="docutils literal notranslate"><span class="pre">view</span></code> containing annotation results. This is where the bulk of your logic will go. For a text processing app, it is mostly concerned with finding text documents, calling the code that runs over the text, creating new views and inserting the results.</p>
-<p>In addition to the input MMIF, this method can accept any number of keyword arguments, which are the parameters set by the user/caller. Note that when this method is called inside the <code class="docutils literal notranslate"><span class="pre">annotate()</span></code> public method in the <code class="docutils literal notranslate"><span class="pre">ClamsApp</span></code> class (which is the usual case when running as a CLAMS app), the keyword arguments are automatically “refined” before being passed here. The refinement includes</p>
-<ol class="arabic simple">
-<li><p>inserting “default” values for parameters that are not set by the user</p></li>
-<li><p>checking that the values are of the correct type and value, based on the parameter specification in the app metadata</p></li>
-</ol>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">_annotate</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">mmif</span><span class="p">,</span> <span class="o">**</span><span class="n">parameters</span><span class="p">):</span>
-    <span class="c1"># then, access the parameters: here to just print</span>
-    <span class="c1"># them and to willy-nilly throw an error if the caller wants that</span>
-    <span class="k">for</span> <span class="n">arg</span><span class="p">,</span> <span class="n">val</span> <span class="ow">in</span> <span class="n">parameters</span><span class="o">.</span><span class="n">items</span><span class="p">():</span>
-        <span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Parameter </span><span class="si">{</span><span class="n">arg</span><span class="si">}</span><span class="s2">=</span><span class="si">{</span><span class="n">val</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-        <span class="c1"># as we defined this `error` parameter in the app metadata</span>
-        <span class="k">if</span> <span class="n">arg</span> <span class="o">==</span> <span class="s1">&#39;error&#39;</span> <span class="ow">and</span> <span class="n">val</span> <span class="ow">is</span> <span class="kc">True</span><span class="p">:</span>
-            <span class="k">raise</span> <span class="ne">Exception</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;Exception - </span><span class="si">{</span><span class="n">parameters</span><span class="p">[</span><span class="s1">&#39;error&#39;</span><span class="p">]</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
-    <span class="c1"># Initialize the MMIF object from the string if needed</span>
-    <span class="bp">self</span><span class="o">.</span><span class="n">mmif</span> <span class="o">=</span> <span class="n">mmif</span> <span class="k">if</span> <span class="nb">isinstance</span><span class="p">(</span><span class="n">mmif</span><span class="p">,</span> <span class="n">Mmif</span><span class="p">)</span> <span class="k">else</span> <span class="n">Mmif</span><span class="p">(</span><span class="n">mmif</span><span class="p">)</span>
-    <span class="c1"># process the text documents in the documents list</span>
-    <span class="k">for</span> <span class="n">doc</span> <span class="ow">in</span> <span class="bp">self</span><span class="o">.</span><span class="n">mmif</span><span class="o">.</span><span class="n">get_documents_by_type</span><span class="p">(</span><span class="n">DocumentTypes</span><span class="o">.</span><span class="n">TextDocument</span><span class="p">):</span>
-        <span class="c1"># prepare a new _View_ object to store output annotations</span>
-        <span class="n">new_view</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">_new_view</span><span class="p">(</span><span class="n">doc</span><span class="o">.</span><span class="n">long_id</span><span class="p">,</span> <span class="n">parameters</span><span class="p">)</span>  <span class="c1"># continue reading to see what `long_id` does</span>
-        <span class="c1"># _run_nlp_tool() is the method that does the actual work</span>
-        <span class="bp">self</span><span class="o">.</span><span class="n">_run_nlp_tool</span><span class="p">(</span><span class="n">doc</span><span class="p">,</span> <span class="n">new_view</span><span class="p">)</span>
-    <span class="c1"># return the MMIF object</span>
-    <span class="k">return</span> <span class="bp">self</span><span class="o">.</span><span class="n">mmif</span>
-</pre></div>
-</div>
-<p>For language processing applications, one task is to retrieve all text documents from both the documents list and the views. Annotations generated by the NLP tool need to be anchored to the text documents, which in the case of text documents in the documents list is done by using the text document identifier, but for text documents in views we also need the view identifier. A view may have many text documents and typically all annotations created will be put in one view.</p>
-<p>For each text document from the document list, there is one invocation of <code class="docutils literal notranslate"><span class="pre">_new_view()</span></code> which gets handed a document identifier, so it can be put in the view metadata. And for each view with text documents there is also one invocation of <code class="docutils literal notranslate"><span class="pre">_new_view()</span></code>, but no document identifier is handed in so the identifier will not be put into the view metadata.</p>
-<p>The method  <code class="docutils literal notranslate"><span class="pre">_run_nlp_tool()</span></code> is responsible for running the NLP tool and adding annotations to the new view. The third argument allows us to anchor annotations created by the tool by handing over the document identifier, possibly prefixed by the view the document lives in.</p>
-<p>One thing about <code class="docutils literal notranslate"><span class="pre">_annotate()</span></code> as it is defined above is that it will most likely be the same for each NLP application, all the application specific details are in the code that creates new views and the code that adds annotations.</p>
-<section id="creating-a-new-view">
-<h5>Creating a new view:<a class="headerlink" href="#creating-a-new-view" title="Link to this heading"></a></h5>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">_new_view</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">docid</span><span class="p">,</span> <span class="n">runtime_config</span><span class="p">):</span>
-    <span class="n">view</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">mmif</span><span class="o">.</span><span class="n">new_view</span><span class="p">()</span>
-    <span class="n">view</span><span class="o">.</span><span class="n">metadata</span><span class="o">.</span><span class="n">app</span> <span class="o">=</span> <span class="bp">self</span><span class="o">.</span><span class="n">metadata</span><span class="o">.</span><span class="n">identifier</span>
-    <span class="c1"># first thing you need to do after creating a new view is &quot;sign&quot; the view</span>
-    <span class="c1"># the sign_view() method will record the app&#39;s identifier and the timestamp</span>
-    <span class="c1"># as well as the user parameter inputs. This is important for reproducibility.</span>
-    <span class="bp">self</span><span class="o">.</span><span class="n">sign_view</span><span class="p">(</span><span class="n">view</span><span class="p">,</span> <span class="n">runtime_config</span><span class="p">)</span>
-    <span class="c1"># then record what annotations you want to create in this view</span>
-    <span class="n">view</span><span class="o">.</span><span class="n">new_contain</span><span class="p">(</span><span class="n">Uri</span><span class="o">.</span><span class="n">TOKEN</span><span class="p">,</span> <span class="n">document</span><span class="o">=</span><span class="n">docid</span><span class="p">)</span>
-    <span class="k">return</span> <span class="n">view</span>
-</pre></div>
-</div>
-<p>This is the simplest NLP view possible since there is only one annotation type, and it has no metadata properties beyond the <code class="docutils literal notranslate"><span class="pre">document</span></code> property. Other applications may have more annotation types, which results in repeated invocations of <code class="docutils literal notranslate"><span class="pre">new_contain()</span></code>, and may define other metadata properties for those types.</p>
-</section>
-<section id="adding-annotations">
-<h5>Adding annotations:<a class="headerlink" href="#adding-annotations" title="Link to this heading"></a></h5>
-<div class="highlight-python notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </span><span class="nf">_run_nlp_tool</span><span class="p">(</span><span class="bp">self</span><span class="p">,</span> <span class="n">doc</span><span class="p">,</span> <span class="n">new_view</span><span class="p">):</span>
-<span class="w">    </span><span class="sd">&quot;&quot;&quot;</span>
-<span class="sd">    Run the NLP tool over the document and add annotations to the view, using the</span>
-<span class="sd">    full document identifier (which may include a view identifier) for the document</span>
-<span class="sd">    property.</span>
-<span class="sd">    &quot;&quot;&quot;</span>
-    <span class="n">text</span> <span class="o">=</span> <span class="n">doc</span><span class="o">.</span><span class="n">text_value</span>
-    <span class="n">tokens</span> <span class="o">=</span> <span class="n">tokenizer</span><span class="o">.</span><span class="n">tokenize</span><span class="p">(</span><span class="n">text</span><span class="p">)</span>
-    <span class="k">for</span> <span class="n">p1</span><span class="p">,</span> <span class="n">p2</span> <span class="ow">in</span> <span class="n">tokens</span><span class="p">:</span>
-        <span class="n">a</span> <span class="o">=</span> <span class="n">new_view</span><span class="o">.</span><span class="n">new_annotation</span><span class="p">(</span><span class="n">Uri</span><span class="o">.</span><span class="n">TOKEN</span><span class="p">)</span>
-        <span class="c1"># `long_id` will give you the annotation object&#39;s ID, prefixed by its parents view&#39;s ID (if it has one)</span>
-        <span class="c1"># so that when the targeting document is in a different view, we can still have back references</span>
-        <span class="n">a</span><span class="o">.</span><span class="n">add_property</span><span class="p">(</span><span class="s1">&#39;document&#39;</span><span class="p">,</span> <span class="n">doc</span><span class="o">.</span><span class="n">long_id</span><span class="p">)</span>
-        <span class="n">a</span><span class="o">.</span><span class="n">add_property</span><span class="p">(</span><span class="s1">&#39;start&#39;</span><span class="p">,</span> <span class="n">p1</span><span class="p">)</span>
-        <span class="n">a</span><span class="o">.</span><span class="n">add_property</span><span class="p">(</span><span class="s1">&#39;end&#39;</span><span class="p">,</span> <span class="n">p2</span><span class="p">)</span>
-        <span class="n">a</span><span class="o">.</span><span class="n">add_property</span><span class="p">(</span><span class="s1">&#39;word&#39;</span><span class="p">,</span> <span class="n">text</span><span class="p">[</span><span class="n">p1</span><span class="p">:</span><span class="n">p2</span><span class="p">])</span>
-        <span class="c1"># see what properties are required / available in the LAPPS vocabulary https://vocab.lappsgrid.org/Token</span>
-</pre></div>
-</div>
-<p>First, with <code class="docutils literal notranslate"><span class="pre">text_value</span></code> we get the text from the text document, either from its <code class="docutils literal notranslate"><span class="pre">location</span></code> property or from its <code class="docutils literal notranslate"><span class="pre">text</span></code> property. Second, we apply the tokenizer to the text. And third, we loop over the token offsets in the tokenizer result and create annotations of type <code class="docutils literal notranslate"><span class="pre">Uri.TOKEN</span></code> with an identifier that is automatically generated by the SDK. All that is needed for adding an annotation is the <code class="docutils literal notranslate"><span class="pre">new_annotation()</span></code> method on the view object and the <code class="docutils literal notranslate"><span class="pre">add_property()</span></code> method on the annotation object.</p>
-</section>
-</section>
-</section>
-</section>
-<section id="containerization-with-docker">
-<h2>Containerization with Docker<a class="headerlink" href="#containerization-with-docker" title="Link to this heading"></a></h2>
-<p>Apps within CLAMS typically run as Flask servers in Docker containers, and after an app is tested as a local Flask application, it should be containerized. In fact, in some cases we don’t even bother running a local Flask server and move straight to the container set up.</p>
-<p>Three configuration files for building a container image should be automatically generated through the <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">develop</span></code> command:</p>
-<table class="docutils align-default">
-<thead>
-<tr class="row-odd"><th class="head"><p>file</p></th>
-<th class="head"><p>description</p></th>
-</tr>
-</thead>
-<tbody>
-<tr class="row-even"><td><p>Containerfile</p></td>
-<td><p>Describes how to create a container image for this application.</p></td>
-</tr>
-<tr class="row-odd"><td><p>.dockerignore</p></td>
-<td><p>Specifies which files are not needed for running this application.</p></td>
-</tr>
-<tr class="row-even"><td><p>requirements.txt</p></td>
-<td><p>File with all Python modules that need to be installed.</p></td>
-</tr>
-</tbody>
-</table>
-<p>Here is the minimal Containerfile included with this example:</p>
-<div class="highlight-dockerfile notranslate"><div class="highlight"><pre><span></span><span class="c"># make sure to use a specific version number here</span>
-<span class="k">FROM</span><span class="w"> </span><span class="s">ghcr.io/clamsproject/clams-python:x.y.z</span>
-<span class="k">COPY</span><span class="w"> </span>./<span class="w"> </span>/app
-<span class="k">WORKDIR</span><span class="w"> </span><span class="s">./app</span>
-
-<span class="k">CMD</span><span class="w"> </span><span class="p">[</span><span class="s2">&quot;python3&quot;</span><span class="p">,</span><span class="w"> </span><span class="s2">&quot;app.py&quot;</span><span class="p">,</span><span class="w"> </span><span class="s2">&quot;--production&quot;</span><span class="p">]</span>
-</pre></div>
-</div>
-<p>This starts from the base CLAMS image which is created from an official Python image (Debian-based) with the clams-python package and the code it depends on added. The Containerfile only needs to be edited if additional installations are required to run the NLP tool. In that case the Containerfile will have a few more lines:</p>
-<div class="highlight-dockerfile notranslate"><div class="highlight"><pre><span></span><span class="k">FROM</span><span class="w"> </span><span class="s">ghcr.io/clamsproject/clams-python:x.y.z</span>
-<span class="k">RUN</span><span class="w"> </span>apt<span class="w"> </span>install<span class="w"> </span>-y<span class="w"> </span>&lt;system-packages&gt;
-<span class="k">WORKDIR</span><span class="w"> </span><span class="s">./app</span>
-<span class="k">COPY</span><span class="w"> </span>./requirements.txt<span class="w"> </span>.
-<span class="k">RUN</span><span class="w"> </span>pip3<span class="w"> </span>install<span class="w"> </span>--no-cache-dir<span class="w"> </span>-r<span class="w"> </span>requirements.txt<span class="w">  </span>#<span class="w"> </span>no-cache-dir<span class="w"> </span>will<span class="w"> </span>save<span class="w"> </span>some<span class="w"> </span>space<span class="w"> </span>and<span class="w"> </span>reduce<span class="w"> </span>final<span class="w"> </span>image<span class="w"> </span>size
-<span class="k">COPY</span><span class="w"> </span>./<span class="w"> </span>./
-<span class="k">CMD</span><span class="w"> </span><span class="p">[</span><span class="s2">&quot;python3&quot;</span><span class="p">,</span><span class="w"> </span><span class="s2">&quot;app.py&quot;</span><span class="p">]</span>
-</pre></div>
-</div>
-<blockquote>
-<div><p><strong>Note</strong>
-<code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> in the app starter template has more pre-configuration lines.</p>
-</div></blockquote>
-<p>With this Containerfile you typically only need to make changes to the requirements file for additional python installs.</p>
-<p>This repository also includes a <code class="docutils literal notranslate"><span class="pre">.dockerignore</span></code> file. Editing it is optional, but with large repositories with lots of documentation and images you may want to add some file paths just to keep the image as small as possible.</p>
-<p>Use one of the following commands to build the image, the first one builds an image with a production server using Gunicorn, the second one builds a development server using Flask.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>docker<span class="w"> </span>build<span class="w"> </span>-t<span class="w"> </span>clams-nlp-example:0.0.1<span class="w"> </span>-f<span class="w"> </span>Containerfile<span class="w"> </span>.
-</pre></div>
-</div>
-<p>The <code class="docutils literal notranslate"><span class="pre">-t</span></code> option lets you pick a name and a tag for the image. You can use another name if you like. You do not have to add a tag and you could just use <code class="docutils literal notranslate"><span class="pre">-t</span> <span class="pre">nlp-clams-example</span></code>, but it is usually a good idea to use the version name as the tag.
-The <code class="docutils literal notranslate"><span class="pre">-f</span></code> option lets you specify a different Containerfile. If you do not specify a file then <code class="docutils literal notranslate"><span class="pre">docker</span></code> will look for a file called <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code> in the current directory (Note that in this tutorial we’re using <code class="docutils literal notranslate"><span class="pre">Containerfile</span></code> as the name, not <code class="docutils literal notranslate"><span class="pre">Dockerfile</span></code>).</p>
-<blockquote>
-<div><p><strong>Note</strong>
-For full details on the <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">build</span></code> command see the <a class="reference external" href="https://docs.docker.com/reference/cli/docker/image/build/">docker-build documentation</a>.</p>
-</div></blockquote>
-<p>To test the Flask app in the container from your local machine do</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>docker<span class="w"> </span>run<span class="w"> </span>--name<span class="w"> </span>clams-nlp-example<span class="w"> </span>--rm<span class="w"> </span>-d<span class="w"> </span>-p<span class="w"> </span><span class="m">4000</span>:5000<span class="w"> </span>clams-nlp-example:0.0.1
-</pre></div>
-</div>
-<p>There are a lot going on in this command, so let’s break it down:
-<code class="docutils literal notranslate"><span class="pre">--name</span> <span class="pre">clams-nlp-example</span></code>: This is the name of the container. You can use any name you like, but it has to be unique. You will need this name to stop the container later if you run it with <code class="docutils literal notranslate"><span class="pre">-d</span></code> (see below).
-<code class="docutils literal notranslate"><span class="pre">--rm</span></code>: This option tells Docker to remove the container when it is stopped.
-<code class="docutils literal notranslate"><span class="pre">-d</span></code>: This option tells Docker to run the container in the background. If you leave this option out you will see the output of the container in your terminal.
-<code class="docutils literal notranslate"><span class="pre">-p</span> <span class="pre">5000:5000</span></code>: This option tells Docker to map port 5000  on the container to port 4000 on your local machine. This is the port that the Flask server is running on in the container.
-<code class="docutils literal notranslate"><span class="pre">clams-nlp-example:0.0.1</span></code>: This is the name and tag of the image that you want to run in a container.</p>
-<blockquote>
-<div><p><strong>Note</strong>
-For full details on the <code class="docutils literal notranslate"><span class="pre">docker</span> <span class="pre">run</span></code> command see the <a class="reference external" href="https://docs.docker.com/reference/cli/docker/run/">docker-run documentation</a>.</p>
-</div></blockquote>
-<p>Now you can call the server with curl command from your terminal, but first you need an input MMIF file.</p>
-<div class="highlight-json notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-<span class="w">  </span><span class="nt">&quot;metadata&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w">    </span><span class="nt">&quot;mmif&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/0.4.0&quot;</span>
-<span class="w">  </span><span class="p">},</span>
-<span class="w">  </span><span class="nt">&quot;documents&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[</span>
-<span class="w">    </span><span class="p">{</span>
-<span class="w">      </span><span class="nt">&quot;@type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/0.4.0/vocabulary/TextDocument&quot;</span><span class="p">,</span>
-<span class="w">      </span><span class="nt">&quot;properties&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w">        </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;m2&quot;</span><span class="p">,</span>
-<span class="w">    </span><span class="nt">&quot;text&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w">      </span><span class="nt">&quot;@value&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;Hello, this is Jim Lehrer with the NewsHour on PBS. In the nineteen eighties, barking dogs have increasingly become a problem in urban areas.&quot;</span>
-<span class="w">    </span><span class="p">}</span>
-<span class="w">      </span><span class="p">}</span>
-<span class="w">    </span><span class="p">}</span>
-<span class="w">  </span><span class="p">],</span>
-<span class="w">  </span><span class="nt">&quot;views&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">[]</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>Save this as <code class="docutils literal notranslate"><span class="pre">example.mmif</span></code> and run the following curl command:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>curl<span class="w"> </span>http://localhost:5000/
-$<span class="w"> </span>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>-d@example.mmif<span class="w"> </span>http://localhost:5000/
-</pre></div>
-</div>
-<section id="using-the-document-location-property">
-<h3>Using the <code class="docutils literal notranslate"><span class="pre">document.location</span></code> property<a class="headerlink" href="#using-the-document-location-property" title="Link to this heading"></a></h3>
-<p>Typically <code class="docutils literal notranslate"><span class="pre">TextDocument</span></code> in a MMIF use the location property to point to a text file. This will not work with the setup laid out above because that’s dependent on having a local path on your machine and the container has no access to that path. What you need to do is to make sure that the container can see the data on your local machine and you can use the <code class="docutils literal notranslate"><span class="pre">-v</span></code> option for that:</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>docker<span class="w"> </span>run<span class="w"> </span>--name<span class="w"> </span>clams-nlp-example<span class="w"> </span>--rm<span class="w"> </span>-d<span class="w"> </span>-p<span class="w"> </span><span class="m">5000</span>:5000<span class="w"> </span>-v<span class="w"> </span><span class="nv">$PWD</span>/input/data:/data<span class="w"> </span>clams-nlp-example:0.0.1
-</pre></div>
-</div>
-<p>We now have specified that the <code class="docutils literal notranslate"><span class="pre">/data</span></code> directory on the container is a mount of the <code class="docutils literal notranslate"><span class="pre">./input/data</span></code> directory in the “host” machine. Given that <code class="docutils literal notranslate"><span class="pre">./input/data</span></code> contains a <code class="docutils literal notranslate"><span class="pre">example.txt</span></code> text file, now you need to make sure that the input MMIF file uses the path on the container:</p>
-<div class="highlight-json notranslate"><div class="highlight"><pre><span></span><span class="p">{</span>
-<span class="w">  </span><span class="nt">&quot;@type&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/vocabulary/TextDocument/v1&quot;</span><span class="p">,</span>
-<span class="w">  </span><span class="nt">&quot;properties&quot;</span><span class="p">:</span><span class="w"> </span><span class="p">{</span>
-<span class="w">    </span><span class="nt">&quot;id&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;m1&quot;</span><span class="p">,</span>
-<span class="w">    </span><span class="nt">&quot;mime&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;text/plain&quot;</span><span class="p">,</span>
-<span class="w">    </span><span class="nt">&quot;location&quot;</span><span class="p">:</span><span class="w"> </span><span class="s2">&quot;file:///data/text/example.txt&quot;</span>
-<span class="w">  </span><span class="p">}</span>
-<span class="p">}</span>
-</pre></div>
-</div>
-<p>To generate a MMIF file like this, you can use <code class="docutils literal notranslate"><span class="pre">clams</span> <span class="pre">source</span></code> command from your shell.</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>clams<span class="w"> </span><span class="nb">source</span><span class="w"> </span>--prefix<span class="w"> </span>/data/input<span class="w"> </span>text:example.txt
-<span class="o">{</span>
-<span class="w">  </span><span class="s2">&quot;metadata&quot;</span>:<span class="w"> </span><span class="o">{</span>
-<span class="w">    </span><span class="s2">&quot;mmif&quot;</span>:<span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/1.0.0&quot;</span>
-<span class="w">  </span><span class="o">}</span>,
-<span class="w">  </span><span class="s2">&quot;documents&quot;</span>:<span class="w"> </span><span class="o">[</span>
-<span class="w">    </span><span class="o">{</span>
-<span class="w">      </span><span class="s2">&quot;@type&quot;</span>:<span class="w"> </span><span class="s2">&quot;http://mmif.clams.ai/vocabulary/TextDocument/v1&quot;</span>,
-<span class="w">      </span><span class="s2">&quot;properties&quot;</span>:<span class="w"> </span><span class="o">{</span>
-<span class="w">        </span><span class="s2">&quot;mime&quot;</span>:<span class="w"> </span><span class="s2">&quot;text&quot;</span>,
-<span class="w">        </span><span class="s2">&quot;id&quot;</span>:<span class="w"> </span><span class="s2">&quot;d1&quot;</span>,
-<span class="w">        </span><span class="s2">&quot;location&quot;</span>:<span class="w"> </span><span class="s2">&quot;file:///data/input/example.txt&quot;</span>
-<span class="w">      </span><span class="o">}</span>
-<span class="w">    </span><span class="o">}</span>
-<span class="w">  </span><span class="o">]</span>,
-<span class="w">  </span><span class="s2">&quot;views&quot;</span>:<span class="w"> </span><span class="o">[]</span>
-<span class="o">}</span>
-</pre></div>
-</div>
-<p>And now you can use curl again</p>
-<div class="highlight-bash notranslate"><div class="highlight"><pre><span></span>$<span class="w"> </span>curl<span class="w"> </span>-X<span class="w"> </span>POST<span class="w"> </span>-d@input/example-3.mmif<span class="w"> </span>http://0.0.0.0:5000/
-</pre></div>
-</div>
-</section>
-</section>
-</section>
-
-
-           </div>
-          </div>
-          <footer><div class="rst-footer-buttons" role="navigation" aria-label="Footer">
-        <a href="cli.html" class="btn btn-neutral float-left" title="clams shell command" accesskey="p" rel="prev"><span class="fa fa-arrow-circle-left" aria-hidden="true"></span> Previous</a>
-        <a href="modules.html" class="btn btn-neutral float-right" title="clams package" accesskey="n" rel="next">Next <span class="fa fa-arrow-circle-right" aria-hidden="true"></span></a>
-    </div>
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-    <p>&#169; Copyright 2025, Brandeis LLC.</p>
-  </div>
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-  Built with <a href="https://www.sphinx-doc.org/">Sphinx</a> using a
-    <a href="https://github.com/readthedocs/sphinx_rtd_theme">theme</a>
-    provided by <a href="https://readthedocs.org">Read the Docs</a>.
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-          SphinxRtdTheme.Navigation.enable(true);
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From f2b3248ba8d093b6bc705b4500fd535249a769a8 Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Fri, 28 Nov 2025 12:04:12 -0500
Subject: [PATCH 8/9] minor refactoring of cuda memory report functions

---
 clams/app/__init__.py | 9 +++------
 1 file changed, 3 insertions(+), 6 deletions(-)

diff --git a/clams/app/__init__.py b/clams/app/__init__.py
index 6999817..9f8b27b 100644
--- a/clams/app/__init__.py
+++ b/clams/app/__init__.py
@@ -340,10 +340,7 @@ def validate_document_locations(mmif: Union[str, Mmif]) -> None:
     @staticmethod
     def _cuda_memory_to_str(mem) -> str:
         mib = mem / (1024 * 1024)
-        if mib >= 1024:
-            return f"{mib / 1024:.2f} GiB"
-        else:
-            return f"{mib:.1f} MiB"
+        return f"{mib:.0f} MiB"  # No decimal places
 
     @staticmethod
     def _cuda_device_name_concat(name, mem):
@@ -440,7 +437,7 @@ def _record_vram_usage(self, parameters: dict, peak_bytes: int) -> None:
                     else:
                         self.logger.debug(
                             f"Updating peak memory for {param_hash}: "
-                            f"{existing/1024**3:.2f}GB -> {peak_bytes/1024**3:.2f}GB"
+                            f"{self._cuda_memory_to_str(existing)} -> {self._cuda_memory_to_str(peak_bytes)}"
                         )
                 except (ValueError, IOError, json.JSONDecodeError):
                     pass  # Corrupted file, overwrite
@@ -464,7 +461,7 @@ def _record_vram_usage(self, parameters: dict, peak_bytes: int) -> None:
 
                 self.logger.info(
                     f"Recorded peak memory for {param_hash}: "
-                    f"{peak_bytes/1024**3:.2f}GB"
+                    f"{self._cuda_memory_to_str(peak_bytes)}"
                 )
         except Exception as e:
             self.logger.warning(f"Failed to record memory profile: {e}")

From c4f35ea354d0dd37938de0b0b0d6239845e36d9f Mon Sep 17 00:00:00 2001
From: Keigh Rim <keigh.rim@gmail.com>
Date: Fri, 28 Nov 2025 16:19:16 -0500
Subject: [PATCH 9/9] updated to new mmif-python version

---
 requirements.txt | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/requirements.txt b/requirements.txt
index 12d786c..6394805 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,4 @@
-mmif-python==1.2.0
+mmif-python==1.2.1
 
 Flask>=2
 Flask-RESTful>=0.3.9