From ab54766b55f420a60f84f50aeea9ff7db5852ce1 Mon Sep 17 00:00:00 2001
From: urvishp80 <urvishp80@gmail.com>
Date: Tue, 17 Dec 2024 11:21:23 -0700
Subject: [PATCH] Semantic Chunking Processor

---
 poetry.lock                                   | 3380 +++++++++++------
 pyproject.toml                                |    5 +-
 scraper/models/documents.py                   |    3 +
 scraper/processors/__init__.py                |    2 +
 .../processors/semantic_chunking_processor.py |  176 +
 scraper/sources.yaml                          |    9 +
 semantic_chunker_params.json                  |   12 +
 7 files changed, 2329 insertions(+), 1258 deletions(-)
 create mode 100644 scraper/processors/semantic_chunking_processor.py
 create mode 100644 semantic_chunker_params.json

diff --git a/poetry.lock b/poetry.lock
index be01a80..6333810 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,114 +1,99 @@
-# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.2"
+version = "2.4.4"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "aiohappyeyeballs-2.4.2-py3-none-any.whl", hash = "sha256:8522691d9a154ba1145b157d6d5c15e5c692527ce6a53c5e5f9876977f6dab2f"},
-    {file = "aiohappyeyeballs-2.4.2.tar.gz", hash = "sha256:4ca893e6c5c1f5bf3888b04cb5a3bee24995398efef6e0b9f747b5e89d84fd74"},
+    {file = "aiohappyeyeballs-2.4.4-py3-none-any.whl", hash = "sha256:a980909d50efcd44795c4afeca523296716d50cd756ddca6af8c65b996e27de8"},
+    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.10.8"
+version = "3.11.10"
 description = "Async http client/server framework (asyncio)"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 ]
 
 [package.dependencies]
@@ -117,7 +102,8 @@ aiosignal = ">=1.1.2"
 attrs = ">=17.3.0"
 frozenlist = ">=1.1.1"
 multidict = ">=4.5,<7.0"
-yarl = ">=1.12.0,<2.0"
+propcache = ">=0.2.0"
+yarl = ">=1.17.0,<2.0"
 
 [package.extras]
 speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
@@ -149,22 +135,23 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.6.0"
+version = "4.7.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
 files = [
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-    {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"},
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 ]
 
 [package.dependencies]
 idna = ">=2.8"
 sniffio = ">=1.1"
+typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd-theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.21.0b1)"]
+doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
+test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -256,21 +243,18 @@ test = ["dateparser (==1.*)", "pre-commit", "pytest", "pytest-cov", "pytest-mock
 
 [[package]]
 name = "asttokens"
-version = "2.4.1"
+version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
-python-versions = "*"
+python-versions = ">=3.8"
 files = [
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-[package.dependencies]
-six = ">=1.12.0"
-
 [package.extras]
-astroid = ["astroid (>=1,<2)", "astroid (>=2,<4)"]
-test = ["astroid (>=1,<2)", "astroid (>=2,<4)", "pytest"]
+astroid = ["astroid (>=2,<4)"]
+test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-lru"
@@ -353,21 +337,20 @@ lxml = ["lxml"]
 
 [[package]]
 name = "bleach"
-version = "6.1.0"
+version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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 [package.dependencies]
-six = ">=1.9.0"
 webencodings = "*"
 
 [package.extras]
-css = ["tinycss2 (>=1.1.0,<1.3)"]
+css = ["tinycss2 (>=1.1.0,<1.5)"]
 
 [[package]]
 name = "certifi"
@@ -461,101 +444,116 @@ pycparser = "*"
 
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-version = "3.3.2"
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 [package.dependencies]
@@ -697,51 +684,51 @@ test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist"
 
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 test-randomorder = ["pytest-randomly"]
 
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 docs = ["ipython", "matplotlib", "numpydoc", "sphinx"]
 tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
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 [[package]]
@@ -836,13 +842,13 @@ files = [
 
 [[package]]
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-version = "8.15.0"
+version = "8.15.1"
 description = "Transport classes and utilities shared among Python Elastic client libraries"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [package.dependencies]
@@ -850,21 +856,21 @@ certifi = "*"
 urllib3 = ">=1.26.2,<3"
 
 [package.extras]
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 [[package]]
 name = "elasticsearch"
-version = "8.15.1"
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 description = "Python client for Elasticsearch"
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
-elastic-transport = ">=8.13,<9"
+elastic-transport = ">=8.15.1,<9"
 
 [package.extras]
 async = ["aiohttp (>=3,<4)"]
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 [[package]]
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 optional = false
 python-versions = "*"
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 ]
 
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 [[package]]
@@ -1119,6 +1142,92 @@ gitdb = ">=4.0.1,<5"
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+[[package]]
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+]
+
+[package.extras]
+docs = ["Sphinx", "furo"]
+test = ["objgraph", "psutil"]
+
 [[package]]
 name = "h11"
 version = "0.14.0"
@@ -1132,13 +1241,13 @@ files = [
 
 [[package]]
 name = "httpcore"
-version = "1.0.5"
+version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpcore-1.0.5-py3-none-any.whl", hash = "sha256:421f18bac248b25d310f3cacd198d55b8e6125c107797b609ff9b7a6ba7991b5"},
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+    {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
+    {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
 ]
 
 [package.dependencies]
@@ -1149,17 +1258,17 @@ h11 = ">=0.13,<0.15"
 asyncio = ["anyio (>=4.0,<5.0)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
-trio = ["trio (>=0.22.0,<0.26.0)"]
+trio = ["trio (>=0.22.0,<1.0)"]
 
 [[package]]
 name = "httpx"
-version = "0.27.2"
+version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "httpx-0.27.2-py3-none-any.whl", hash = "sha256:7bb2708e112d8fdd7829cd4243970f0c223274051cb35ee80c03301ee29a3df0"},
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+    {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
 ]
 
 [package.dependencies]
@@ -1167,7 +1276,6 @@ anyio = "*"
 certifi = "*"
 httpcore = "==1.*"
 idna = "*"
-sniffio = "*"
 
 [package.extras]
 brotli = ["brotli", "brotlicffi"]
@@ -1176,6 +1284,17 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.0"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
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+]
+
 [[package]]
 name = "hyperlink"
 version = "21.0.0"
@@ -1256,13 +1375,13 @@ test = ["flaky", "ipyparallel", "pre-commit", "pytest (>=7.0)", "pytest-asyncio
 
 [[package]]
 name = "ipython"
-version = "8.27.0"
+version = "8.30.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 files = [
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 [package.dependencies]
@@ -1271,16 +1390,16 @@ decorator = "*"
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 matplotlib-inline = "*"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
-prompt-toolkit = ">=3.0.41,<3.1.0"
+prompt_toolkit = ">=3.0.41,<3.1.0"
 pygments = ">=2.4.0"
-stack-data = "*"
+stack_data = "*"
 traitlets = ">=5.13.0"
-typing-extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
+typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
 all = ["ipython[black,doc,kernel,matplotlib,nbconvert,nbformat,notebook,parallel,qtconsole]", "ipython[test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx-registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing-extensions"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[test]", "matplotlib", "setuptools (>=18.5)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinxcontrib-jquery", "tomli", "typing_extensions"]
 kernel = ["ipykernel"]
 matplotlib = ["matplotlib"]
 nbconvert = ["nbconvert"]
@@ -1328,13 +1447,13 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "itemadapter"
-version = "0.9.0"
+version = "0.10.0"
 description = "Common interface for data container classes"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 [[package]]
@@ -1355,22 +1474,22 @@ parsel = ">=1.5.0"
 
 [[package]]
 name = "jedi"
-version = "0.19.1"
+version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
 files = [
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 [package.dependencies]
-parso = ">=0.8.3,<0.9.0"
+parso = ">=0.8.4,<0.9.0"
 
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-testing = ["Django", "attrs", "colorama", "docopt", "pytest (<7.0.0)"]
+testing = ["Django", "attrs", "colorama", "docopt", "pytest (<9.0.0)"]
 
 [[package]]
 name = "jinja2"
@@ -1391,84 +1510,87 @@ i18n = ["Babel (>=2.7)"]
 
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@@ -1484,15 +1606,32 @@ files = [
 
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+version = "0.10.0"
 description = "A Python implementation of the JSON5 data format."
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-python-versions = ">=3.8"
+python-versions = ">=3.8.0"
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+
+[[package]]
+name = "jsonpatch"
+version = "1.33"
+description = "Apply JSON-Patches (RFC 6902)"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
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+
+[package.dependencies]
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+
 [[package]]
 name = "jsonpointer"
 version = "3.0.0"
@@ -1535,13 +1674,13 @@ format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-
 
 [[package]]
 name = "jsonschema-specifications"
-version = "2023.12.1"
+version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+    {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
+    {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
 ]
 
 [package.dependencies]
@@ -1728,13 +1867,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
 name = "jupyterlab"
-version = "4.2.5"
+version = "4.3.3"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "jupyterlab-4.2.5-py3-none-any.whl", hash = "sha256:73b6e0775d41a9fee7ee756c80f58a6bed4040869ccc21411dc559818874d321"},
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 ]
 
 [package.dependencies]
@@ -1748,14 +1887,14 @@ jupyter-server = ">=2.4.0,<3"
 jupyterlab-server = ">=2.27.1,<3"
 notebook-shim = ">=0.2"
 packaging = "*"
-setuptools = ">=40.1.0"
+setuptools = ">=40.8.0"
 tornado = ">=6.2.0"
 traitlets = "*"
 
 [package.extras]
-dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.3.5)"]
-docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<7.3.0)", "sphinx-copybutton"]
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+dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov", "ruff (==0.6.9)"]
+docs = ["jsx-lexer", "myst-parser", "pydata-sphinx-theme (>=0.13.0)", "pytest", "pytest-check-links", "pytest-jupyter", "sphinx (>=1.8,<8.1.0)", "sphinx-copybutton"]
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 upgrade-extension = ["copier (>=9,<10)", "jinja2-time (<0.3)", "pydantic (<3.0)", "pyyaml-include (<3.0)", "tomli-w (<2.0)"]
 
@@ -1929,15 +2068,161 @@ files = [
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 ]
 
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+version = "0.3.11"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
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+[package.dependencies]
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+langsmith = ">=0.1.17,<0.3"
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+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
+[[package]]
+name = "langchain-community"
+version = "0.3.11"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
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+
+[[package]]
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+version = "0.3.24"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
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+typing-extensions = ">=4.7"
+
+[[package]]
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+version = "0.3.3"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
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+[package.dependencies]
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+
+[[package]]
+name = "langchain-openai"
+version = "0.2.2"
+description = "An integration package connecting OpenAI and LangChain"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
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+
+[[package]]
+name = "langchain-text-splitters"
+version = "0.3.2"
+description = "LangChain text splitting utilities"
+optional = false
+python-versions = "<4.0,>=3.9"
+files = [
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+[package.dependencies]
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+
+[[package]]
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+version = "0.2.3"
+description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+optional = false
+python-versions = "<4.0,>=3.9"
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+[package.dependencies]
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+requests-toolbelt = ">=1.0.0,<2.0.0"
+
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+
 [[package]]
 name = "loguru"
-version = "0.7.2"
+version = "0.7.3"
 description = "Python logging made (stupidly) simple"
 optional = false
-python-versions = ">=3.5"
+python-versions = "<4.0,>=3.5"
 files = [
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 ]
 
 [package.dependencies]
@@ -1945,7 +2230,7 @@ colorama = {version = ">=0.3.4", markers = "sys_platform == \"win32\""}
 win32-setctime = {version = ">=1.0.0", markers = "sys_platform == \"win32\""}
 
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 [[package]]
 name = "lxml"
@@ -2103,120 +2388,141 @@ source = ["Cython (>=3.0.11)"]
 
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 [package.dependencies]
@@ -2231,7 +2537,7 @@ pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
 [package.extras]
-dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
+dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6,!=2.13.3)", "setuptools (>=64)", "setuptools_scm (>=7)"]
 
 [[package]]
 name = "matplotlib-inline"
@@ -2359,15 +2665,26 @@ files = [
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 ]
 
+[[package]]
+name = "mypy-extensions"
+version = "1.0.0"
+description = "Type system extensions for programs checked with the mypy type checker."
+optional = false
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 [package.extras]
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 notebook-shim = ">=0.2,<0.3"
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 [package.extras]
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 mic = ["olefile"]
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 version = "0.3.1"
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 [package.extras]
-test = ["enum34", "ipaddress", "mock", "pywin32", "wmi"]
+dev = ["black", "check-manifest", "coverage", "packaging", "pylint", "pyperf", "pypinfo", "pytest-cov", "requests", "rstcheck", "ruff", "sphinx", "sphinx_rtd_theme", "toml-sort", "twine", "virtualenv", "wheel"]
+test = ["pytest", "pytest-xdist", "setuptools"]
 
 [[package]]
 name = "ptyprocess"
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+typing-extensions = ">=4.12.2"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
@@ -2988,105 +3540,136 @@ timezone = ["tzdata"]
 
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 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pydantic-settings"
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+description = "Settings management using Pydantic"
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+
+[package.extras]
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+toml = ["tomli (>=2.0.1)"]
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+
 [[package]]
 name = "pydispatcher"
 version = "2.0.7"
@@ -3117,20 +3700,20 @@ windows-terminal = ["colorama (>=0.4.6)"]
 
 [[package]]
 name = "pyopenssl"
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 description = "Python wrapper module around the OpenSSL library"
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-cryptography = ">=41.0.5,<44"
+cryptography = ">=41.0.5,<45"
 
 [package.extras]
-docs = ["sphinx (!=5.2.0,!=5.2.0.post0,!=7.2.5)", "sphinx-rtd-theme"]
+docs = ["sphinx (!=5.2.0,!=5.2.0.post0,!=7.2.5)", "sphinx_rtd_theme"]
 test = ["pretend", "pytest (>=3.0.1)", "pytest-rerunfailures"]
 
 [[package]]
@@ -3187,15 +3770,18 @@ cli = ["click (>=5.0)"]
 
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 name = "python-json-logger"
-version = "2.0.7"
-description = "A python library adding a json log formatter"
+version = "3.2.0"
+description = "JSON Log Formatter for the Python Logging Package"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
+[package.extras]
+dev = ["backports.zoneinfo", "black", "build", "freezegun", "mdx_truly_sane_lists", "mike", "mkdocs", "mkdocs-awesome-pages-plugin", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-material (>=8.5)", "mkdocstrings[python]", "msgspec", "msgspec-python313-pre", "mypy", "orjson", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
+
 [[package]]
 name = "pytz"
 version = "2024.2"
@@ -3209,40 +3795,44 @@ files = [
 
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 name = "pywin32"
-version = "306"
+version = "308"
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 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
@@ -3454,6 +4044,109 @@ files = [
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 rpds-py = ">=0.7.0"
 
+[[package]]
+name = "regex"
+version = "2024.11.6"
+description = "Alternative regular expression module, to replace re."
+optional = false
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 requests = ">=1.0.0"
 
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 ]
 
 [package.dependencies]
-cryptography = ">=36.0.0"
+cryptography = ">=37.0.0"
 cssselect = ">=0.9.1"
 defusedxml = ">=0.7.1"
 itemadapter = ">=0.1.0"
 itemloaders = ">=1.0.1"
-lxml = ">=4.4.1"
+lxml = ">=4.6.0"
 packaging = "*"
 parsel = ">=1.5.0"
 protego = ">=0.1.15"
 PyDispatcher = {version = ">=2.0.5", markers = "platform_python_implementation == \"CPython\""}
-pyOpenSSL = ">=21.0.0"
+pyOpenSSL = ">=22.0.0"
 PyPyDispatcher = {version = ">=2.1.0", markers = "platform_python_implementation == \"PyPy\""}
 queuelib = ">=1.4.2"
 service-identity = ">=18.1.0"
-setuptools = "*"
 tldextract = "*"
-Twisted = ">=18.9.0"
+Twisted = ">=21.7.0"
 w3lib = ">=1.17.0"
 "zope.interface" = ">=5.1.0"
 
@@ -3697,13 +4403,13 @@ win32 = ["pywin32"]
 
 [[package]]
 name = "service-identity"
-version = "24.1.0"
+version = "24.2.0"
 description = "Service identity verification for pyOpenSSL & cryptography."
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -3713,7 +4419,7 @@ pyasn1 = "*"
 pyasn1-modules = "*"
 
 [package.extras]
-dev = ["pyopenssl", "service-identity[idna,mypy,tests]"]
+dev = ["coverage[toml] (>=5.0.2)", "idna", "mypy", "pyopenssl", "pytest", "types-pyopenssl"]
 docs = ["furo", "myst-parser", "pyopenssl", "sphinx", "sphinx-notfound-page"]
 idna = ["idna"]
 mypy = ["idna", "mypy", "types-pyopenssl"]
@@ -3721,33 +4427,33 @@ tests = ["coverage[toml] (>=5.0.2)", "pytest"]
 
 [[package]]
 name = "setuptools"
-version = "75.1.0"
+version = "75.6.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
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+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (>=1.12,<1.14)", "pytest-mypy"]
 
 [[package]]
 name = "six"
-version = "1.16.0"
+version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
-python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*"
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
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 [[package]]
@@ -3783,6 +4489,101 @@ files = [
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 ]
 
+[[package]]
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+version = "2.0.36"
+description = "Database Abstraction Library"
+optional = false
+python-versions = ">=3.7"
+files = [
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+aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing_extensions (!=3.10.0.1)"]
+asyncio = ["greenlet (!=0.4.17)"]
+asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
+mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5,!=1.1.10)"]
+mssql = ["pyodbc"]
+mssql-pymssql = ["pymssql"]
+mssql-pyodbc = ["pyodbc"]
+mypy = ["mypy (>=0.910)"]
+mysql = ["mysqlclient (>=1.4.0)"]
+mysql-connector = ["mysql-connector-python"]
+oracle = ["cx_oracle (>=8)"]
+oracle-oracledb = ["oracledb (>=1.0.1)"]
+postgresql = ["psycopg2 (>=2.7)"]
+postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
+postgresql-pg8000 = ["pg8000 (>=1.29.1)"]
+postgresql-psycopg = ["psycopg (>=3.0.7)"]
+postgresql-psycopg2binary = ["psycopg2-binary"]
+postgresql-psycopg2cffi = ["psycopg2cffi"]
+postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
 [[package]]
 name = "stack-data"
 version = "0.6.3"
@@ -3816,6 +4617,21 @@ files = [
 [package.extras]
 widechars = ["wcwidth"]
 
+[[package]]
+name = "tenacity"
+version = "9.0.0"
+description = "Retry code until it succeeds"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
+    {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
+]
+
+[package.extras]
+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
+
 [[package]]
 name = "terminado"
 version = "0.18.1"
@@ -3837,15 +4653,62 @@ docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["pre-commit", "pytest (>=7.0)", "pytest-timeout"]
 typing = ["mypy (>=1.6,<2.0)", "traitlets (>=5.11.1)"]
 
+[[package]]
+name = "tiktoken"
+version = "0.8.0"
+description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "tiktoken-0.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9269348cb650726f44dd3bbb3f9110ac19a8dcc8f54949ad3ef652ca22a38e21"},
+    {file = "tiktoken-0.8.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:25e13f37bc4ef2d012731e93e0fef21dc3b7aea5bb9009618de9a4026844e560"},
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+    {file = "tiktoken-0.8.0-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:6b2ddbc79a22621ce8b1166afa9f9a888a664a579350dc7c09346a3b5de837d9"},
+    {file = "tiktoken-0.8.0-cp310-cp310-win_amd64.whl", hash = "sha256:d8c2d0e5ba6453a290b86cd65fc51fedf247e1ba170191715b049dac1f628005"},
+    {file = "tiktoken-0.8.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:d622d8011e6d6f239297efa42a2657043aaed06c4f68833550cac9e9bc723ef1"},
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+    {file = "tiktoken-0.8.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b591fb2b30d6a72121a80be24ec7a0e9eb51c5500ddc7e4c2496516dd5e3816b"},
+    {file = "tiktoken-0.8.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:845287b9798e476b4d762c3ebda5102be87ca26e5d2c9854002825d60cdb815d"},
+    {file = "tiktoken-0.8.0-cp39-cp39-win_amd64.whl", hash = "sha256:1473cfe584252dc3fa62adceb5b1c763c1874e04511b197da4e6de51d6ce5a02"},
+    {file = "tiktoken-0.8.0.tar.gz", hash = "sha256:9ccbb2740f24542534369c5635cfd9b2b3c2490754a78ac8831d99f89f94eeb2"},
+]
+
+[package.dependencies]
+regex = ">=2022.1.18"
+requests = ">=2.26.0"
+
+[package.extras]
+blobfile = ["blobfile (>=2)"]
+
 [[package]]
 name = "tinycss2"
-version = "1.3.0"
+version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tinycss2-1.3.0-py3-none-any.whl", hash = "sha256:54a8dbdffb334d536851be0226030e9505965bb2f30f21a4a82c55fb2a80fae7"},
-    {file = "tinycss2-1.3.0.tar.gz", hash = "sha256:152f9acabd296a8375fbca5b84c961ff95971fcfc32e79550c8df8e29118c54d"},
+    {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
+    {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
 ]
 
 [package.dependencies]
@@ -3857,13 +4720,13 @@ test = ["pytest", "ruff"]
 
 [[package]]
 name = "tldextract"
-version = "5.1.2"
+version = "5.1.3"
 description = "Accurately separates a URL's subdomain, domain, and public suffix, using the Public Suffix List (PSL). By default, this includes the public ICANN TLDs and their exceptions. You can optionally support the Public Suffix List's private domains as well."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 files = [
-    {file = "tldextract-5.1.2-py3-none-any.whl", hash = "sha256:4dfc4c277b6b97fa053899fcdb892d2dc27295851ab5fac4e07797b6a21b2e46"},
-    {file = "tldextract-5.1.2.tar.gz", hash = "sha256:c9e17f756f05afb5abac04fe8f766e7e70f9fe387adb1859f0f52408ee060200"},
+    {file = "tldextract-5.1.3-py3-none-any.whl", hash = "sha256:78de310cc2ca018692de5ddf320f9d6bd7c5cf857d0fd4f2175f0cdf4440ea75"},
+    {file = "tldextract-5.1.3.tar.gz", hash = "sha256:d43c7284c23f5dc8a42fd0fee2abede2ff74cc622674e4cb07f514ab3330c338"},
 ]
 
 [package.dependencies]
@@ -3874,44 +4737,45 @@ requests-file = ">=1.4"
 
 [package.extras]
 release = ["build", "twine"]
-testing = ["black", "mypy", "pytest", "pytest-gitignore", "pytest-mock", "responses", "ruff", "syrupy", "tox", "types-filelock", "types-requests"]
+testing = ["mypy", "pytest", "pytest-gitignore", "pytest-mock", "responses", "ruff", "syrupy", "tox", "tox-uv", "types-filelock", "types-requests"]
 
 [[package]]
 name = "tornado"
-version = "6.4.1"
+version = "6.4.2"
 description = "Tornado is a Python web framework and asynchronous networking library, originally developed at FriendFeed."
 optional = false
 python-versions = ">=3.8"
 files = [
-    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:163b0aafc8e23d8cdc3c9dfb24c5368af84a81e3364745ccb4427669bf84aec8"},
-    {file = "tornado-6.4.1-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:6d5ce3437e18a2b66fbadb183c1d3364fb03f2be71299e7d10dbeeb69f4b2a14"},
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+    {file = "tornado-6.4.2-cp38-abi3-manylinux_2_5_i686.manylinux1_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:c36e62ce8f63409301537222faffcef7dfc5284f27eec227389f2ad11b09d946"},
+    {file = "tornado-6.4.2-cp38-abi3-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:bca9eb02196e789c9cb5c3c7c0f04fb447dc2adffd95265b2c7223a8a615ccbf"},
+    {file = "tornado-6.4.2-cp38-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:304463bd0772442ff4d0f5149c6f1c2135a1fae045adf070821c6cdc76980634"},
+    {file = "tornado-6.4.2-cp38-abi3-musllinux_1_2_i686.whl", hash = "sha256:c82c46813ba483a385ab2a99caeaedf92585a1f90defb5693351fa7e4ea0bf73"},
+    {file = "tornado-6.4.2-cp38-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:932d195ca9015956fa502c6b56af9eb06106140d844a335590c1ec7f5277d10c"},
+    {file = "tornado-6.4.2-cp38-abi3-win32.whl", hash = "sha256:2876cef82e6c5978fde1e0d5b1f919d756968d5b4282418f3146b79b58556482"},
+    {file = "tornado-6.4.2-cp38-abi3-win_amd64.whl", hash = "sha256:908b71bf3ff37d81073356a5fadcc660eb10c1476ee6e2725588626ce7e5ca38"},
+    {file = "tornado-6.4.2.tar.gz", hash = "sha256:92bad5b4746e9879fd7bf1eb21dce4e3fc5128d71601f80005afa39237ad620b"},
 ]
 
 [[package]]
 name = "tqdm"
-version = "4.66.5"
+version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "tqdm-4.66.5-py3-none-any.whl", hash = "sha256:90279a3770753eafc9194a0364852159802111925aa30eb3f9d85b0e805ac7cd"},
-    {file = "tqdm-4.66.5.tar.gz", hash = "sha256:e1020aef2e5096702d8a025ac7d16b1577279c9d63f8375b63083e9a5f0fcbad"},
+    {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
+    {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
 ]
 
 [package.dependencies]
 colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [package.extras]
-dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout", "pytest-xdist"]
+dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
+discord = ["requests"]
 notebook = ["ipywidgets (>=6)"]
 slack = ["slack-sdk"]
 telegram = ["requests"]
@@ -3933,18 +4797,18 @@ test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,
 
 [[package]]
 name = "twisted"
-version = "24.7.0"
+version = "24.11.0"
 description = "An asynchronous networking framework written in Python"
 optional = false
 python-versions = ">=3.8.0"
 files = [
-    {file = "twisted-24.7.0-py3-none-any.whl", hash = "sha256:734832ef98108136e222b5230075b1079dad8a3fc5637319615619a7725b0c81"},
-    {file = "twisted-24.7.0.tar.gz", hash = "sha256:5a60147f044187a127ec7da96d170d49bcce50c6fd36f594e60f4587eff4d394"},
+    {file = "twisted-24.11.0-py3-none-any.whl", hash = "sha256:fe403076c71f04d5d2d789a755b687c5637ec3bcd3b2b8252d76f2ba65f54261"},
+    {file = "twisted-24.11.0.tar.gz", hash = "sha256:695d0556d5ec579dcc464d2856b634880ed1319f45b10d19043f2b57eb0115b5"},
 ]
 
 [package.dependencies]
-attrs = ">=21.3.0"
-automat = ">=0.8.0"
+attrs = ">=22.2.0"
+automat = ">=24.8.0"
 constantly = ">=15.1"
 hyperlink = ">=17.1.1"
 incremental = ">=24.7.0"
@@ -3952,29 +4816,29 @@ typing-extensions = ">=4.2.0"
 zope-interface = ">=5"
 
 [package.extras]
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@@ -3988,6 +4852,21 @@ files = [
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+[[package]]
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+python-versions = "*"
+files = [
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+
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+typing-extensions = ">=3.7.4"
+
 [[package]]
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 version = "2024.2"
@@ -4054,19 +4933,15 @@ files = [
 
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-tests = ["coverage[toml]"]
-
 [[package]]
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 version = "0.5.1"
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+    {file = "zope.interface-7.2.tar.gz", hash = "sha256:8b49f1a3d1ee4cdaf5b32d2e738362c7f5e40ac8b46dd7d1a65e82a4872728fe"},
 ]
 
 [package.dependencies]
@@ -4281,4 +5147,4 @@ testing = ["coverage[toml]", "zope.event", "zope.testing"]
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.11,<3.13"
-content-hash = "496fb95c9015dfc06841d385da918702758bb0061941ecae500adfb4321b8503"
+content-hash = "84b67053e2c722c422a36833ecf38ac84d00a2d59b5fe595d44a87bf97dc5a87"
diff --git a/pyproject.toml b/pyproject.toml
index be53b0c..8c9b261 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ version = "0.1.0"
 description = "Scraper is designed to automate the process of gathering information from a variety of key Bitcoin-related sources. It leverages GitHub Actions to schedule nightly cron jobs, ensuring that the most up-to-date content is captured from each source according to a defined frequency. The scraped data are then stored in an Elasticsearch index."
 authors = ["kouloumos <kouloumosa@gmail.com>", "urvish patel <urvishp80@gmail.com>"] 
 readme = "README.md"
-packages = [{include = "scraper"}]
+packages = [{include = "./scraper"}]
 
 [tool.poetry.dependencies]
 python = ">=3.11,<3.13"
@@ -18,6 +18,9 @@ python-dotenv = "^1.0.1"
 aiohttp = "^3.10.5"
 scrapy = "^2.11.2"
 openai = "^1.52.2"
+langchain = "^0.3.11"
+langchain-experimental = "^0.3.3"
+langchain-openai = "0.2.2"
 
 
 [tool.poetry.group.dev.dependencies]
diff --git a/scraper/models/documents.py b/scraper/models/documents.py
index 9e0a988..1f2e6c3 100644
--- a/scraper/models/documents.py
+++ b/scraper/models/documents.py
@@ -46,6 +46,9 @@ class ScrapedDocument(BaseModel):
     authors: Optional[List[str]] = Field(
         default=None, description="List of authors of the document"
     )
+    chunks: Optional[List[dict]] = Field(
+        default=None, description="List of chunks generated after splitting the document"
+    )
     test_document: Optional[bool] = Field(
         # TODO: remove hardcoded value
         default=True,
diff --git a/scraper/processors/__init__.py b/scraper/processors/__init__.py
index 52da144..533951a 100644
--- a/scraper/processors/__init__.py
+++ b/scraper/processors/__init__.py
@@ -3,6 +3,7 @@
 from .summarization_processor import SummarizationProcessor
 from .topic_extractor_processor import TopicExtractorProcessor
 from .vector_embeddings_processor import VectorEmbeddingsProcessor
+from .semantic_chunking_processor import SemanticChunkingProcessor
 
 __all__ = [
     "ProcessorManager",
@@ -10,4 +11,5 @@
     "SummarizationProcessor",
     "TopicExtractorProcessor",
     "VectorEmbeddingsProcessor",
+    "SemanticChunkingProcessor"
 ]
diff --git a/scraper/processors/semantic_chunking_processor.py b/scraper/processors/semantic_chunking_processor.py
new file mode 100644
index 0000000..478f5b2
--- /dev/null
+++ b/scraper/processors/semantic_chunking_processor.py
@@ -0,0 +1,176 @@
+import os
+import re
+import json
+import traceback
+import tiktoken
+import numpy as np
+import inspect
+from dotenv import load_dotenv
+
+# https://api.python.langchain.com/en/latest/text_splitter/langchain_experimental.text_splitter.SemanticChunker.html
+from langchain_experimental.text_splitter import SemanticChunker
+from langchain_openai.embeddings import OpenAIEmbeddings
+from langchain_openai import ChatOpenAI
+
+from scraper.models import ScrapedDocument
+from scraper.processors.base_processor import BaseProcessor
+from scraper.registry import processor_registry
+
+
+@processor_registry.register("semantic_chunking")
+class SemanticChunkingProcessor(BaseProcessor):
+    def __init__(self):
+        super().__init__()
+        self.params = self.load_processor_params()
+
+    def load_processor_params(self):
+        """Load parameters for chunker, llm model names and other params"""
+        # Default params
+        params = {
+            # Semantic chunking params (for SemanticChunker, from documentation)
+            "breakpoint_threshold_type": "standard_deviation",
+            "buffer_size": 4,
+            "breakpoint_threshold_amount": 3,
+            "sentence_split_regex": r'(?<=[\.\!\?\n])(\n?)\s+',
+            # Openai models
+            "oai_embedding_model": "text-embedding-3-small",  # Model for embedding
+            "oai_gen_model": "gpt-4o-mini",  # Model used for generating titles
+            # Other params
+            "chunk_threshold": 6000,  # Chunk only if number of tokens larger than this
+            "use_markdown_headers": True,  # Use markdown headers for splitting
+            "max_chunk_size": 6000,  # Max number of tokens in a chunk
+            "generate_titles": False,  # Use LLM to generate titles for a chunk
+        }
+        param_file = os.getenv("SEMANTIC_CHUNKING_PARAMS", None)  # A Json file
+        if param_file:
+            params_ = json.load(open(param_file))
+            for k,v in params_:
+                params[k] = v
+        if "sentence_split_regex" in params:
+            params["sentence_split_regex"] = re.compile(params["sentence_split_regex"])
+        return params
+
+    def check_regex_parsable(self, full_body):
+        found = re.findall(r'\n# .+\n\n', full_body)  # H1 headers
+        found_h2 = re.findall(r'\n## .+\n\n', full_body)  # H2 headers
+        if len(found) > 2 or len(found_h2) > 2:
+            return True
+        return False
+
+    def chunk_text_by_markdown(self, text, found):
+        """Chunk text based on markdown headers found in the text"""
+        encoding = tiktoken.encoding_for_model(
+            self.params.get("oai_embedding_model", "text-embedding-3-small"))
+        delimiters = []
+        found = [i.strip("\n") for i in found]
+        delimiters.extend(found)
+        text_chunks = re.split(r"(" + "|".join([re.escape(i) for i in found]) + ")",
+                       text)
+        text_chunks = [i for i in text_chunks if len(i)>0]
+        regex_text_chunks = []
+        for chunk in text_chunks:
+            num_tokens = len(encoding.encode(chunk))
+            if num_tokens > self.params.get("max_chunk_size", 6000):
+                sub_chunk_delim = re.findall(r'\n## .+\n\n', chunk)
+                sub_chunk_delim = [i.strip("\n") for i in sub_chunk_delim]
+                delimiters.extend(sub_chunk_delim)
+                if len(sub_chunk_delim)  > 0:
+                    regex_text_chunks.extend(
+                        re.split(r"(" + "|".join([re.escape(i) for i in sub_chunk_delim]) + ")",
+                                 chunk))
+                else:
+                    regex_text_chunks.append(chunk)
+            else:
+                regex_text_chunks.append(chunk)
+        # Combine delimiter string with next chunk
+        text_chunks = []
+        running_str = regex_text_chunks[0]
+        for chunk in regex_text_chunks[1:]:
+            if chunk in delimiters:
+                text_chunks.append(running_str)
+                running_str = chunk
+            else:
+                running_str += chunk
+        text_chunks.append(running_str)
+        text_chunks = [(i, "regex") for i in text_chunks]
+        return text_chunks
+
+    def chunk_text_semantically(self, text):
+        """Chunk text based on markdown headers"""
+        found = re.findall(r'\n# .+\n\n', text)  # H1 headers
+        found_h2 = re.findall(r'\n## .+\n\n', text)  # H2 headers
+        found_h3 = re.findall(r'\n### .+\n\n', text)  # H3 headers
+        
+        chunker_possible_params = dict(inspect.signature(SemanticChunker).parameters)
+        chunker_params = {k:v for k,v in self.params.items() if k in chunker_possible_params}
+        text_splitter = SemanticChunker(
+            OpenAIEmbeddings(model=self.params.get("oai_embedding_model", "text-embedding-3-small")),
+            **chunker_params)
+        encoding = tiktoken.encoding_for_model(
+            self.params.get("oai_embedding_model", "text-embedding-3-small"))
+        
+        # found = found + found_h2 + found_h3  # all become a new chunk
+        if len(found) < 2 and len(found_h2) > 2:
+            found = found_h2
+        
+        if self.params.get("use_markdown_headers", True) and len(found) > 2:
+            text_chunks = self.chunk_text_by_markdown(text, found)
+        else:
+            text_chunks = text_splitter.split_text(text)
+            text_chunks = [(re.sub(' +', ' ', re.sub(r'\n\s', '\n', i)), "semantic") for i in text_chunks]
+
+        final_chunks = []
+        for chunk, chunk_type in text_chunks:
+            num_tokens = len(encoding.encode(chunk))
+            if num_tokens > self.params.get("max_chunk_size", 6000):
+                num_chunks = num_tokens // self.params.get("max_chunk_size", 6000) + bool(num_tokens % self.params.get("max_chunk_size", 6000))
+                text_splitter_temp = SemanticChunker(
+                    OpenAIEmbeddings(model=self.params.get("oai_embedding_model", "text-embedding-3-small")),
+                    number_of_chunks=num_chunks)
+                
+                sub_chunks = text_splitter_temp.split_text(chunk)
+                sub_chunks = [[i, "semantic_size"] for i in sub_chunks]
+                final_chunks.extend(sub_chunks)
+            else:
+                final_chunks.append([chunk, chunk_type])
+        return final_chunks
+
+    def get_chunk_title(self, chunk):
+        """Get chunk title using llm"""
+        try:
+            llm = ChatOpenAI(model_name=self.params.get("oai_gen_model", "gpt-4o-mini"))
+            response = llm.invoke(
+                f'Respond only with a suitable title for the following text: "{chunk}"')
+            return response.content
+        except Exception as e:
+            traceback.print_exc()
+        return None
+
+    async def process(self, document: ScrapedDocument, chunker_params: dict = None) -> ScrapedDocument:
+        body = document.body
+        body_chunks = self.chunk_text_semantically(body)
+        document.chunks = []
+        prev_title = None
+        prev_count = 1
+        for idx, (chunk, chunk_type) in enumerate(body_chunks):
+            chunk_title = None
+            if chunk_type == "regex":
+                chunk_title = chunk.strip("\n").split("\n")[0].strip("# ")
+                prev_title = chunk_title
+            elif chunk_type == "semantic_size" and prev_title is not None:
+                chunk_title = prev_title + '-' + str(prev_count)
+                prev_count += 1
+            else:
+                prev_title = None
+                prev_count = 1
+                chunk_title = None
+                if self.params.get("generate_titles", False):
+                    chunk_title = self.get_chunk_title(chunk)
+            # Add chuks to input object
+            document.chunks.append({
+                "title": chunk_title,
+                "id": f"{document.id}-chunk{idx}",
+                "body": chunk
+            })
+
+        return document
\ No newline at end of file
diff --git a/scraper/sources.yaml b/scraper/sources.yaml
index 4d0355b..385a2f5 100644
--- a/scraper/sources.yaml
+++ b/scraper/sources.yaml
@@ -2,18 +2,27 @@ github:
   - name: BIPs
     domain: https://github.com/bitcoin/bips
     url: https://github.com/bitcoin/bips.git
+    processors:
+      - semantic_chunking
   - name: BOLTs
     domain: https://github.com/lightning/bolts
     url: https://github.com/lightning/bolts.git
+    processors:
+      - semantic_chunking
   - name: BLIPs
     domain: https://github.com/lightning/blips
     url: https://github.com/lightning/blips.git
+    processors:
+      - semantic_chunking
   - name: BitcoinOps
     domain: https://bitcoinops.org
     url: https://github.com/bitcoinops/bitcoinops.github.io.git
     directories: 
       _posts/en: post
       _topics/en: topic
+    processors:
+      - summarization
+      - semantic_chunking
   - name: BitcoinTranscripts
     domain: https://btctranscripts.com
     url: https://github.com/bitcointranscripts/bitcointranscripts.git
diff --git a/semantic_chunker_params.json b/semantic_chunker_params.json
new file mode 100644
index 0000000..202baad
--- /dev/null
+++ b/semantic_chunker_params.json
@@ -0,0 +1,12 @@
+{
+    "breakpoint_threshold_type": "standard_deviation",
+    "buffer_size": 4,
+    "breakpoint_threshold_amount": 3,
+    "sentence_split_regex": "(?<=[\\.\\!\\?\n])(\n?)\\s+",
+    "oai_embedding_model": "text-embedding-3-small",
+    "oai_gen_model": "gpt-4o-mini",
+    "chunk_threshold": 6000,
+    "use_markdown_headers": false,
+    "max_chunk_size": 6000,
+    "generate_titles": false
+}
\ No newline at end of file