diff --git a/fieldExtraction/poetry.lock b/fieldExtraction/poetry.lock
index 180a888..13be7d3 100644
--- a/fieldExtraction/poetry.lock
+++ b/fieldExtraction/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "aiohappyeyeballs"
@@ -6,7 +6,6 @@ version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -18,7 +17,6 @@ version = "3.11.16"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:fb46bb0f24813e6cede6cc07b1961d4b04f331f7112a23b5e21f567da4ee50aa"},
     {file = "aiohttp-3.11.16-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:54eb3aead72a5c19fad07219acd882c1643a1027fbcdefac9b502c267242f955"},
@@ -113,7 +111,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.2.0) ; sys_platform == \"linux\" or sys_platform == \"darwin\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
 
 [[package]]
 name = "aiosignal"
@@ -121,7 +119,6 @@ version = "1.3.2"
 description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "aiosignal-1.3.2-py2.py3-none-any.whl", hash = "sha256:45cde58e409a301715980c2b01d0c28bdde3770d8290b5eb2173759d9acb31a5"},
     {file = "aiosignal-1.3.2.tar.gz", hash = "sha256:a8c255c66fafb1e499c9351d0bf32ff2d8a0321595ebac3b93713656d2436f54"},
@@ -136,7 +133,6 @@ version = "0.7.0"
 description = "Reusable constraint types to use with typing.Annotated"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
     {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
@@ -148,7 +144,6 @@ version = "0.36.2"
 description = "The official Python library for the anthropic API"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "anthropic-0.36.2-py3-none-any.whl", hash = "sha256:308ddc6c538de03c081552e456bc0b387b6f7c7d1dea0c20122cc11c7cdbaf6a"},
     {file = "anthropic-0.36.2.tar.gz", hash = "sha256:d5a3fa56d1c82a51944f9dc7b0dc72048deb89f8df5ebfd09e2d1b59c62eb8eb"},
@@ -174,7 +169,6 @@ version = "4.9.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
     {file = "anyio-4.9.0-py3-none-any.whl", hash = "sha256:9f76d541cad6e36af7beb62e978876f3b41e3e04f2c1fbf0884604c0a9c4d93c"},
     {file = "anyio-4.9.0.tar.gz", hash = "sha256:673c0c244e15788651a4ff38710fea9675823028a6f08a5eda409e0c9840a028"},
@@ -187,7 +181,7 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=8.2,<9.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1) ; python_version >= \"3.10\"", "uvloop (>=0.21) ; platform_python_implementation == \"CPython\" and platform_system != \"Windows\" and python_version < \"3.14\""]
+test = ["anyio[trio]", "blockbuster (>=1.5.23)", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
 trio = ["trio (>=0.26.1)"]
 
 [[package]]
@@ -196,8 +190,6 @@ version = "0.1.4"
 description = "Disable App Nap on macOS >= 10.9"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
-markers = "platform_system == \"Darwin\""
 files = [
     {file = "appnope-0.1.4-py2.py3-none-any.whl", hash = "sha256:502575ee11cd7a28c0205f379b525beefebab9d161b7c964670864014ed7213c"},
     {file = "appnope-0.1.4.tar.gz", hash = "sha256:1de3860566df9caf38f01f86f65e0e13e379af54f9e4bee1e66b48f2efffd1ee"},
@@ -209,7 +201,6 @@ version = "23.1.0"
 description = "Argon2 for Python"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "argon2_cffi-23.1.0-py3-none-any.whl", hash = "sha256:c670642b78ba29641818ab2e68bd4e6a78ba53b7eff7b4c3815ae16abf91c7ea"},
     {file = "argon2_cffi-23.1.0.tar.gz", hash = "sha256:879c3e79a2729ce768ebb7d36d4609e3a78a4ca2ec3a9f12286ca057e3d0db08"},
@@ -230,7 +221,6 @@ version = "21.2.0"
 description = "Low-level CFFI bindings for Argon2"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "argon2-cffi-bindings-21.2.0.tar.gz", hash = "sha256:bb89ceffa6c791807d1305ceb77dbfacc5aa499891d2c55661c6459651fc39e3"},
     {file = "argon2_cffi_bindings-21.2.0-cp36-abi3-macosx_10_9_x86_64.whl", hash = "sha256:ccb949252cb2ab3a08c02024acb77cfb179492d5701c7cbdbfd776124d4d2367"},
@@ -268,7 +258,6 @@ version = "1.3.0"
 description = "Better dates & times for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "arrow-1.3.0-py3-none-any.whl", hash = "sha256:c728b120ebc00eb84e01882a6f5e7927a53960aa990ce7dd2b10f39005a67f80"},
     {file = "arrow-1.3.0.tar.gz", hash = "sha256:d4540617648cb5f895730f1ad8c82a65f2dad0166f57b75f3ca54759c4d67a85"},
@@ -288,7 +277,6 @@ version = "3.8.1"
 description = "ASGI specs, helper code, and adapters"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "asgiref-3.8.1-py3-none-any.whl", hash = "sha256:3e1e3ecc849832fe52ccf2cb6686b7a55f82bb1d6aee72a58826471390335e47"},
     {file = "asgiref-3.8.1.tar.gz", hash = "sha256:c343bd80a0bec947a9860adb4c432ffa7db769836c64238fc34bdc3fec84d590"},
@@ -303,7 +291,6 @@ version = "3.0.0"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
     {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
@@ -319,7 +306,6 @@ version = "2.0.5"
 description = "Simple LRU cache for asyncio"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "async_lru-2.0.5-py3-none-any.whl", hash = "sha256:ab95404d8d2605310d345932697371a5f40def0487c03d6d0ad9138de52c9943"},
     {file = "async_lru-2.0.5.tar.gz", hash = "sha256:481d52ccdd27275f42c43a928b4a50c3bfb2d67af4e78b170e3e0bb39c66e5bb"},
@@ -331,19 +317,18 @@ version = "25.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
     {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
 ]
 
 [package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "babel"
@@ -351,14 +336,13 @@ version = "2.17.0"
 description = "Internationalization utilities"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "babel-2.17.0-py3-none-any.whl", hash = "sha256:4d0b53093fdfb4b21c92b5213dba5a1b23885afa8383709427046b21c366e5f2"},
     {file = "babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata ; sys_platform == \"win32\""]
+dev = ["backports.zoneinfo", "freezegun (>=1.0,<2.0)", "jinja2 (>=3.0)", "pytest (>=6.0)", "pytest-cov", "pytz", "setuptools", "tzdata"]
 
 [[package]]
 name = "backoff"
@@ -366,7 +350,6 @@ version = "2.2.1"
 description = "Function decoration for backoff and retry"
 optional = false
 python-versions = ">=3.7,<4.0"
-groups = ["main"]
 files = [
     {file = "backoff-2.2.1-py3-none-any.whl", hash = "sha256:63579f9a0628e06278f7e47b7d7d5b6ce20dc65c5e96a6f3ca99a6adca0396e8"},
     {file = "backoff-2.2.1.tar.gz", hash = "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba"},
@@ -378,7 +361,6 @@ version = "4.3.0"
 description = "Modern password hashing for your software and your servers"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "bcrypt-4.3.0-cp313-cp313t-macosx_10_12_universal2.whl", hash = "sha256:f01e060f14b6b57bbb72fc5b4a83ac21c443c9a2ee708e04a10e9192f90a6281"},
     {file = "bcrypt-4.3.0-cp313-cp313t-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c5eeac541cefd0bb887a371ef73c62c3cd78535e4887b310626036a7c0a817bb"},
@@ -443,7 +425,6 @@ version = "4.13.3"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.7.0"
-groups = ["dev"]
 files = [
     {file = "beautifulsoup4-4.13.3-py3-none-any.whl", hash = "sha256:99045d7d3f08f91f0d656bc9b7efbae189426cd913d830294a15eefa0ea4df16"},
     {file = "beautifulsoup4-4.13.3.tar.gz", hash = "sha256:1bd32405dacc920b42b83ba01644747ed77456a65760e285fbc47633ceddaf8b"},
@@ -466,7 +447,6 @@ version = "24.10.0"
 description = "The uncompromising code formatter."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "black-24.10.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6668650ea4b685440857138e5fe40cde4d652633b1bdffc62933d0db4ed9812"},
     {file = "black-24.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:1c536fcf674217e87b8cc3657b81809d3c085d7bf3ef262ead700da345bfa6ea"},
@@ -511,7 +491,6 @@ version = "6.2.0"
 description = "An easy safelist-based HTML-sanitizing tool."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "bleach-6.2.0-py3-none-any.whl", hash = "sha256:117d9c6097a7c3d22fd578fcd8d35ff1e125df6736f554da4e432fdd63f31e5e"},
     {file = "bleach-6.2.0.tar.gz", hash = "sha256:123e894118b8a599fd80d3ec1a6d4cc7ce4e5882b1317a7e1ba69b56e95f991f"},
@@ -530,7 +509,6 @@ version = "1.37.29"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "boto3-1.37.29-py3-none-any.whl", hash = "sha256:869979050e2cf6f5461503e0f1c8f226e47ec02802e88a2210f085ec22485945"},
     {file = "boto3-1.37.29.tar.gz", hash = "sha256:5702e38356b93c56ed2a27e17f7664d791f1fe2eafd58ae6ab3853b2804cadd2"},
@@ -550,7 +528,6 @@ version = "1.37.29"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "botocore-1.37.29-py3-none-any.whl", hash = "sha256:092c41e346df37a8d7cf60a799791f8225ad3a5ba7cda749047eb31d1440b9c5"},
     {file = "botocore-1.37.29.tar.gz", hash = "sha256:728c1ef3b66a0f79bc08008a59f6fd6bef2a0a0195e5b3b9e9bef255df519890"},
@@ -570,7 +547,6 @@ version = "1.2.2.post1"
 description = "A simple, correct Python build frontend"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "build-1.2.2.post1-py3-none-any.whl", hash = "sha256:1d61c0887fa860c01971625baae8bdd338e517b836a2f70dd1f7aa3a6b2fc5b5"},
     {file = "build-1.2.2.post1.tar.gz", hash = "sha256:b36993e92ca9375a219c99e606a122ff365a760a2d4bba0caa09bd5278b608b7"},
@@ -583,7 +559,7 @@ pyproject_hooks = "*"
 
 [package.extras]
 docs = ["furo (>=2023.08.17)", "sphinx (>=7.0,<8.0)", "sphinx-argparse-cli (>=1.5)", "sphinx-autodoc-typehints (>=1.10)", "sphinx-issues (>=3.0.0)"]
-test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0) ; python_version < \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.10\"", "setuptools (>=56.0.0) ; python_version == \"3.11\"", "setuptools (>=67.8.0) ; python_version >= \"3.12\"", "wheel (>=0.36.0)"]
+test = ["build[uv,virtualenv]", "filelock (>=3)", "pytest (>=6.2.4)", "pytest-cov (>=2.12)", "pytest-mock (>=2)", "pytest-rerunfailures (>=9.1)", "pytest-xdist (>=1.34)", "setuptools (>=42.0.0)", "setuptools (>=56.0.0)", "setuptools (>=56.0.0)", "setuptools (>=67.8.0)", "wheel (>=0.36.0)"]
 typing = ["build[uv]", "importlib-metadata (>=5.1)", "mypy (>=1.9.0,<1.10.0)", "tomli", "typing-extensions (>=3.7.4.3)"]
 uv = ["uv (>=0.1.18)"]
 virtualenv = ["virtualenv (>=20.0.35)"]
@@ -594,7 +570,6 @@ version = "5.5.2"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
     {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
@@ -606,7 +581,6 @@ version = "2025.1.31"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev"]
 files = [
     {file = "certifi-2025.1.31-py3-none-any.whl", hash = "sha256:ca78db4565a652026a4db2bcdf68f2fb589ea80d0be70e03929ed730746b84fe"},
     {file = "certifi-2025.1.31.tar.gz", hash = "sha256:3d5da6925056f6f18f119200434a4780a94263f10d1c21d032a6f6b2baa20651"},
@@ -618,7 +592,6 @@ version = "1.17.1"
 description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "cffi-1.17.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:df8b1c11f177bc2313ec4b2d46baec87a5f3e71fc8b45dab2ee7cae86d9aba14"},
     {file = "cffi-1.17.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8f2cdc858323644ab277e9bb925ad72ae0e67f69e804f4898c070998d50b1a67"},
@@ -688,7 +661,6 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
-markers = {main = "platform_python_implementation == \"PyPy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -699,7 +671,6 @@ version = "3.4.1"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
     {file = "charset_normalizer-3.4.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:7461baadb4dc00fd9e0acbe254e3d7d2112e7f92ced2adc96e54ef6501c5f176"},
@@ -801,7 +772,6 @@ version = "0.7.6"
 description = "Chromas fork of hnswlib"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "chroma_hnswlib-0.7.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:f35192fbbeadc8c0633f0a69c3d3e9f1a4eab3a46b65458bbcbcabdd9e895c36"},
     {file = "chroma_hnswlib-0.7.6-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6f007b608c96362b8f0c8b6b2ac94f67f83fcbabd857c378ae82007ec92f4d82"},
@@ -843,7 +813,6 @@ version = "0.6.3"
 description = "Chroma."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "chromadb-0.6.3-py3-none-any.whl", hash = "sha256:4851258489a3612b558488d98d09ae0fe0a28d5cad6bd1ba64b96fdc419dc0e5"},
     {file = "chromadb-0.6.3.tar.gz", hash = "sha256:c8f34c0b704b9108b04491480a36d42e894a960429f87c6516027b5481d59ed3"},
@@ -885,7 +854,6 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -900,12 +868,10 @@ version = "0.4.6"
 description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
-groups = ["main", "dev", "test"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
-markers = {main = "platform_system == \"Windows\" or sys_platform == \"win32\" or os_name == \"nt\"", dev = "platform_system == \"Windows\" or sys_platform == \"win32\"", test = "sys_platform == \"win32\""}
 
 [[package]]
 name = "coloredlogs"
@@ -913,7 +879,6 @@ version = "15.0.1"
 description = "Colored terminal output for Python's logging module"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
 files = [
     {file = "coloredlogs-15.0.1-py2.py3-none-any.whl", hash = "sha256:612ee75c546f53e92e70049c9dbfcc18c935a2b9a53b66085ce9ef6a6e5c0934"},
     {file = "coloredlogs-15.0.1.tar.gz", hash = "sha256:7c991aa71a4577af2f82600d8f8f3a89f936baeaf9b50a9c197da014e5bf16b0"},
@@ -931,7 +896,6 @@ version = "0.2.2"
 description = "Jupyter Python Comm implementation, for usage in ipykernel, xeus-python etc."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "comm-0.2.2-py3-none-any.whl", hash = "sha256:e6fb86cb70ff661ee8c9c14e7d36d6de3b4066f1441be4063df9c5009f0a64d3"},
     {file = "comm-0.2.2.tar.gz", hash = "sha256:3fd7a84065306e07bea1773df6eb8282de51ba82f77c72f9c85716ab11fe980e"},
@@ -949,7 +913,6 @@ version = "7.8.0"
 description = "Code coverage measurement for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["test"]
 files = [
     {file = "coverage-7.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:2931f66991175369859b5fd58529cd4b73582461877ecfd859b6549869287ffe"},
     {file = "coverage-7.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:52a523153c568d2c0ef8826f6cc23031dc86cffb8c6aeab92c4ff776e7951b28"},
@@ -1017,7 +980,7 @@ files = [
 ]
 
 [package.extras]
-toml = ["tomli ; python_full_version <= \"3.11.0a6\""]
+toml = ["tomli"]
 
 [[package]]
 name = "dataclasses-json"
@@ -1025,7 +988,6 @@ version = "0.6.7"
 description = "Easily serialize dataclasses to and from JSON."
 optional = false
 python-versions = "<4.0,>=3.7"
-groups = ["main"]
 files = [
     {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
     {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
@@ -1041,7 +1003,6 @@ version = "1.8.13"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "debugpy-1.8.13-cp310-cp310-macosx_14_0_x86_64.whl", hash = "sha256:06859f68e817966723ffe046b896b1bd75c665996a77313370336ee9e1de3e90"},
     {file = "debugpy-1.8.13-cp310-cp310-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cb56c2db69fb8df3168bc857d7b7d2494fed295dfdbde9a45f27b4b152f37520"},
@@ -1077,7 +1038,6 @@ version = "5.2.1"
 description = "Decorators for Humans"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a"},
     {file = "decorator-5.2.1.tar.gz", hash = "sha256:65f266143752f734b0a7cc83c46f4618af75b8c5911b00ccb61d0ac9b6da0360"},
@@ -1089,7 +1049,6 @@ version = "0.7.1"
 description = "XML bomb protection for Python stdlib modules"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["dev"]
 files = [
     {file = "defusedxml-0.7.1-py2.py3-none-any.whl", hash = "sha256:a352e7e428770286cc899e2542b6cdaedb2b4953ff269a210103ec58f6198a61"},
     {file = "defusedxml-0.7.1.tar.gz", hash = "sha256:1bb3032db185915b62d7c6209c5a8792be6a32ab2fedacc84e01b52c51aa3e69"},
@@ -1101,7 +1060,6 @@ version = "1.2.18"
 description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["main"]
 files = [
     {file = "Deprecated-1.2.18-py2.py3-none-any.whl", hash = "sha256:bd5011788200372a32418f888e326a09ff80d0214bd961147cfed01b5c018eec"},
     {file = "deprecated-1.2.18.tar.gz", hash = "sha256:422b6f6d859da6f2ef57857761bfb392480502a64c3028ca9bbe86085d72115d"},
@@ -1111,7 +1069,7 @@ files = [
 wrapt = ">=1.10,<2"
 
 [package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
+dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools", "tox"]
 
 [[package]]
 name = "distro"
@@ -1119,7 +1077,6 @@ version = "1.9.0"
 description = "Distro - an OS platform information API"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
     {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
@@ -1131,7 +1088,6 @@ version = "0.9"
 description = "Module for converting between datetime.timedelta and Go's Duration strings."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "durationpy-0.9-py3-none-any.whl", hash = "sha256:e65359a7af5cedad07fb77a2dd3f390f8eb0b74cb845589fa6c057086834dd38"},
     {file = "durationpy-0.9.tar.gz", hash = "sha256:fd3feb0a69a0057d582ef643c355c40d2fa1c942191f914d12203b1a01ac722a"},
@@ -1143,7 +1099,6 @@ version = "2.0.0"
 description = "An implementation of lxml.xmlfile for the standard library"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "et_xmlfile-2.0.0-py3-none-any.whl", hash = "sha256:7a91720bc756843502c3b7504c77b8fe44217c85c537d85037f0f536151b2caa"},
     {file = "et_xmlfile-2.0.0.tar.gz", hash = "sha256:dab3f4764309081ce75662649be815c4c9081e88f0837825f90fd28317d4da54"},
@@ -1155,14 +1110,13 @@ version = "2.2.0"
 description = "Get the currently executing AST node of a frame, and other information"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "executing-2.2.0-py2.py3-none-any.whl", hash = "sha256:11387150cad388d62750327a53d3339fad4888b39a6fe233c3afbb54ecffd3aa"},
     {file = "executing-2.2.0.tar.gz", hash = "sha256:5d108c028108fe2551d1a7b2e8b713341e2cb4fc0aa7dcf966fa4327a5226755"},
 ]
 
 [package.extras]
-tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich ; python_version >= \"3.11\""]
+tests = ["asttokens (>=2.1.0)", "coverage", "coverage-enable-subprocess", "ipython", "littleutils", "pytest", "rich"]
 
 [[package]]
 name = "faiss-cpu"
@@ -1170,7 +1124,6 @@ version = "1.10.0"
 description = "A library for efficient similarity search and clustering of dense vectors."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "faiss_cpu-1.10.0-cp310-cp310-macosx_10_14_x86_64.whl", hash = "sha256:6693474be296a7142ade1051ea18e7d85cedbfdee4b7eac9c52f83fed0467855"},
     {file = "faiss_cpu-1.10.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:70ebe60a560414dc8dd6cfe8fed105c8f002c0d11f765f5adfe8d63d42c0467f"},
@@ -1210,7 +1163,6 @@ version = "0.115.12"
 description = "FastAPI framework, high performance, easy to learn, fast to code, ready for production"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "fastapi-0.115.12-py3-none-any.whl", hash = "sha256:e94613d6c05e27be7ffebdd6ea5f388112e5e430c8f7d6494a9d1d88d43e814d"},
     {file = "fastapi-0.115.12.tar.gz", hash = "sha256:1e2c2a2646905f9e83d32f04a3f86aff4a286669c6c950ca95b5fd68c2602681"},
@@ -1231,7 +1183,6 @@ version = "2.21.1"
 description = "Fastest Python implementation of JSON schema"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "fastjsonschema-2.21.1-py3-none-any.whl", hash = "sha256:c9e5b7e908310918cf494a434eeb31384dd84a98b57a30bcb1f535015b554667"},
     {file = "fastjsonschema-2.21.1.tar.gz", hash = "sha256:794d4f0a58f848961ba16af7b9c85a3e88cd360df008c59aac6fc5ae9323b5d4"},
@@ -1246,7 +1197,6 @@ version = "3.18.0"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "filelock-3.18.0-py3-none-any.whl", hash = "sha256:c401f4f8377c4464e6db25fff06205fd89bdd83b65eb0488ed1b160f780e21de"},
     {file = "filelock-3.18.0.tar.gz", hash = "sha256:adbc88eabb99d2fec8c9c1b229b171f18afa655400173ddc653d5d01501fb9f2"},
@@ -1255,7 +1205,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.1.3)", "sphinx-autodoc-typehints (>=3)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.10)", "diff-cover (>=9.2.1)", "pytest (>=8.3.4)", "pytest-asyncio (>=0.25.2)", "pytest-cov (>=6)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.28.1)"]
-typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
+typing = ["typing-extensions (>=4.12.2)"]
 
 [[package]]
 name = "flatbuffers"
@@ -1263,7 +1213,6 @@ version = "25.2.10"
 description = "The FlatBuffers serialization format for Python"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "flatbuffers-25.2.10-py2.py3-none-any.whl", hash = "sha256:ebba5f4d5ea615af3f7fd70fc310636fbb2bbd1f566ac0a23d98dd412de50051"},
     {file = "flatbuffers-25.2.10.tar.gz", hash = "sha256:97e451377a41262f8d9bd4295cc836133415cc03d8cb966410a4af92eb00d26e"},
@@ -1275,7 +1224,6 @@ version = "1.5.1"
 description = "Validates fully-qualified domain names against RFC 1123, so that they are acceptable to modern bowsers"
 optional = false
 python-versions = ">=2.7, !=3.0, !=3.1, !=3.2, !=3.3, !=3.4, <4"
-groups = ["dev"]
 files = [
     {file = "fqdn-1.5.1-py3-none-any.whl", hash = "sha256:3a179af3761e4df6eb2e026ff9e1a3033d3587bf980a0b1b2e1e5d08d7358014"},
     {file = "fqdn-1.5.1.tar.gz", hash = "sha256:105ed3677e767fb5ca086a0c1f4bb66ebc3c100be518f0e0d755d9eae164d89f"},
@@ -1287,7 +1235,6 @@ version = "1.5.0"
 description = "A list-like structure which implements collections.abc.MutableSequence"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:5b6a66c18b5b9dd261ca98dffcb826a525334b2f29e7caa54e182255c5f6a65a"},
     {file = "frozenlist-1.5.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d1b3eb7b05ea246510b43a7e53ed1653e55c2121019a97e60cad7efb881a97bb"},
@@ -1389,7 +1336,6 @@ version = "2025.3.2"
 description = "File-system specification"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "fsspec-2025.3.2-py3-none-any.whl", hash = "sha256:2daf8dc3d1dfa65b6aa37748d112773a7a08416f6c70d96b264c96476ecaf711"},
     {file = "fsspec-2025.3.2.tar.gz", hash = "sha256:e52c77ef398680bbd6a98c0e628fbc469491282981209907bbc8aea76a04fdc6"},
@@ -1429,7 +1375,6 @@ version = "2.38.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "google_auth-2.38.0-py2.py3-none-any.whl", hash = "sha256:e7dae6694313f434a2727bf2906f27ad259bae090d7aa896590d86feec3d9d4a"},
     {file = "google_auth-2.38.0.tar.gz", hash = "sha256:8285113607d3b80a3f1543b75962447ba8a09fe85783432a784fdeef6ac094c4"},
@@ -1454,7 +1399,6 @@ version = "1.69.2"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "googleapis_common_protos-1.69.2-py3-none-any.whl", hash = "sha256:0b30452ff9c7a27d80bfc5718954063e8ab53dd3697093d3bc99581f5fd24212"},
     {file = "googleapis_common_protos-1.69.2.tar.gz", hash = "sha256:3e1b904a27a33c821b4b749fd31d334c0c9c30e6113023d495e48979a3dc9c5f"},
@@ -1472,8 +1416,6 @@ version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
-markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"
 files = [
     {file = "greenlet-3.1.1-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:0bbae94a29c9e5c7e4a2b7f0aae5c17e8e90acbfd3bf6270eeba60c39fce3563"},
     {file = "greenlet-3.1.1-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fde093fb93f35ca72a556cf72c92ea3ebfda3d79fc35bb19fbe685853869a83"},
@@ -1560,7 +1502,6 @@ version = "1.71.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "grpcio-1.71.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:c200cb6f2393468142eb50ab19613229dcc7829b5ccee8b658a36005f6669fdd"},
     {file = "grpcio-1.71.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:b2266862c5ad664a380fbbcdbdb8289d71464c42a8c29053820ee78ba0119e5d"},
@@ -1624,7 +1565,6 @@ version = "0.14.0"
 description = "A pure-Python, bring-your-own-I/O implementation of HTTP/1.1"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
@@ -1636,7 +1576,6 @@ version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -1658,7 +1597,6 @@ version = "0.6.4"
 description = "A collection of framework independent HTTP protocol utils."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
     {file = "httptools-0.6.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3c73ce323711a6ffb0d247dcd5a550b8babf0f757e86a52558fe5b86d6fefcc0"},
     {file = "httptools-0.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:345c288418f0944a6fe67be8e6afa9262b18c7626c3ef3c28adc5eabc06a68da"},
@@ -1714,7 +1652,6 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1727,7 +1664,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli", "brotlicffi"]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1739,7 +1676,6 @@ version = "0.4.0"
 description = "Consume Server-Sent Event (SSE) messages with HTTPX."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "httpx-sse-0.4.0.tar.gz", hash = "sha256:1e81a3a3070ce322add1d3529ed42eb5f70817f45ed6ec915ab753f961139721"},
     {file = "httpx_sse-0.4.0-py3-none-any.whl", hash = "sha256:f329af6eae57eaa2bdfd962b42524764af68075ea87370a2de920af5341e318f"},
@@ -1751,7 +1687,6 @@ version = "0.30.2"
 description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
     {file = "huggingface_hub-0.30.2-py3-none-any.whl", hash = "sha256:68ff05969927058cfa41df4f2155d4bb48f5f54f719dd0390103eefa9b191e28"},
     {file = "huggingface_hub-0.30.2.tar.gz", hash = "sha256:9a7897c5b6fd9dad3168a794a8998d6378210f5b9688d0dfc180b1a228dc2466"},
@@ -1787,7 +1722,6 @@ version = "10.0"
 description = "Human friendly output for text interfaces using Python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["main"]
 files = [
     {file = "humanfriendly-10.0-py2.py3-none-any.whl", hash = "sha256:1697e1a8a8f550fd43c2865cd84542fc175a61dcb779b6fee18cf6b6ccba1477"},
     {file = "humanfriendly-10.0.tar.gz", hash = "sha256:6b0b831ce8f15f7300721aa49829fc4e83921a9a301cc7f606be6686a2288ddc"},
@@ -1802,7 +1736,6 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1817,7 +1750,6 @@ version = "8.6.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "importlib_metadata-8.6.1-py3-none-any.whl", hash = "sha256:02a89390c1e15fdfdc0d7c6b25cb3e62650d0494005c97d6f148bf5b9787525e"},
     {file = "importlib_metadata-8.6.1.tar.gz", hash = "sha256:310b41d755445d74569f993ccfc22838295d9fe005425094fad953d7f15c8580"},
@@ -1827,12 +1759,12 @@ files = [
 zipp = ">=3.20"
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+test = ["flufl.flake8", "importlib_resources (>=1.3)", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -1841,14 +1773,13 @@ version = "6.5.2"
 description = "Read resources from Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "importlib_resources-6.5.2-py3-none-any.whl", hash = "sha256:789cfdc3ed28c78b67a06acb8126751ced69a3d5f79c095a98298cd8a760ccec"},
     {file = "importlib_resources-6.5.2.tar.gz", hash = "sha256:185f87adef5bcc288449d98fb4fba07cea78bc036455dd44c5fc4a2fe78fed2c"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
@@ -1861,7 +1792,6 @@ version = "2.1.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
 files = [
     {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
     {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
@@ -1873,7 +1803,6 @@ version = "6.29.5"
 description = "IPython Kernel for Jupyter"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "ipykernel-6.29.5-py3-none-any.whl", hash = "sha256:afdb66ba5aa354b09b91379bac28ae4afebbb30e8b39510c9690afb7a10421b5"},
     {file = "ipykernel-6.29.5.tar.gz", hash = "sha256:f093a22c4a40f8828f8e330a9c297cb93dcab13bd9678ded6de8e5cf81c56215"},
@@ -1907,7 +1836,6 @@ version = "9.1.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
-groups = ["dev"]
 files = [
     {file = "ipython-9.1.0-py3-none-any.whl", hash = "sha256:2df07257ec2f84a6b346b8d83100bcf8fa501c6e01ab75cd3799b0bb253b3d2a"},
     {file = "ipython-9.1.0.tar.gz", hash = "sha256:a47e13a5e05e02f3b8e1e7a0f9db372199fe8c3763532fe7a1e0379e4e135f16"},
@@ -1939,7 +1867,6 @@ version = "1.1.1"
 description = "Defines a variety of Pygments lexers for highlighting IPython code."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
     {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
@@ -1954,7 +1881,6 @@ version = "8.1.5"
 description = "Jupyter interactive widgets"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "ipywidgets-8.1.5-py3-none-any.whl", hash = "sha256:3290f526f87ae6e77655555baba4f36681c555b8bdbbff430b70e52c34c86245"},
     {file = "ipywidgets-8.1.5.tar.gz", hash = "sha256:870e43b1a35656a80c18c9503bbf2d16802db1cb487eec6fab27d683381dde17"},
@@ -1976,7 +1902,6 @@ version = "20.11.0"
 description = "Operations with ISO 8601 durations"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "isoduration-20.11.0-py3-none-any.whl", hash = "sha256:b2904c2a4228c3d44f409c8ae8e2370eb21a26f7ac2ec5446df141dde3452042"},
     {file = "isoduration-20.11.0.tar.gz", hash = "sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9"},
@@ -1991,7 +1916,6 @@ version = "5.13.2"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
 files = [
     {file = "isort-5.13.2-py3-none-any.whl", hash = "sha256:8ca5e72a8d85860d5a3fa69b8745237f2939afe12dbf656afbcb47fe72d947a6"},
     {file = "isort-5.13.2.tar.gz", hash = "sha256:48fdfcb9face5d58a4f6dde2e72a1fb8dcaf8ab26f95ab49fab84c2ddefb0109"},
@@ -2006,7 +1930,6 @@ version = "0.19.2"
 description = "An autocompletion tool for Python that can be used for text editors."
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "jedi-0.19.2-py2.py3-none-any.whl", hash = "sha256:a8ef22bde8490f57fe5c7681a3c83cb58874daf72b4784de3cce5b6ef6edb5b9"},
     {file = "jedi-0.19.2.tar.gz", hash = "sha256:4770dc3de41bde3966b02eb84fbcf557fb33cce26ad23da12c742fb50ecb11f0"},
@@ -2026,7 +1949,6 @@ version = "3.1.6"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
@@ -2044,7 +1966,6 @@ version = "0.9.0"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "jiter-0.9.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:816ec9b60fdfd1fec87da1d7ed46c66c44ffec37ab2ef7de5b147b2fce3fd5ad"},
     {file = "jiter-0.9.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9b1d3086f8a3ee0194ecf2008cf81286a5c3e540d977fa038ff23576c023c0ea"},
@@ -2130,7 +2051,6 @@ version = "1.0.1"
 description = "JSON Matching Expressions"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "jmespath-1.0.1-py3-none-any.whl", hash = "sha256:02e2e4cc71b5bcab88332eebf907519190dd9e6e82107fa7f83b1003a6252980"},
     {file = "jmespath-1.0.1.tar.gz", hash = "sha256:90261b206d6defd58fdd5e85f478bf633a2901798906be2ad389150c5c60edbe"},
@@ -2142,7 +2062,6 @@ version = "1.4.2"
 description = "Lightweight pipelining with Python functions"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "joblib-1.4.2-py3-none-any.whl", hash = "sha256:06d478d5674cbc267e7496a410ee875abd68e4340feff4490bcb7afb88060ae6"},
     {file = "joblib-1.4.2.tar.gz", hash = "sha256:2382c5816b2636fbd20a09e0f4e9dad4736765fdfb7dca582943b9c1366b3f0e"},
@@ -2154,14 +2073,13 @@ version = "0.12.0"
 description = "A Python implementation of the JSON5 data format."
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
 files = [
     {file = "json5-0.12.0-py3-none-any.whl", hash = "sha256:6d37aa6c08b0609f16e1ec5ff94697e2cbbfbad5ac112afa05794da9ab7810db"},
     {file = "json5-0.12.0.tar.gz", hash = "sha256:0b4b6ff56801a1c7dc817b0241bca4ce474a0e6a163bfef3fc594d3fd263ff3a"},
 ]
 
 [package.extras]
-dev = ["build (==1.2.2.post1)", "coverage (==7.5.4) ; python_version < \"3.9\"", "coverage (==7.8.0) ; python_version >= \"3.9\"", "mypy (==1.14.1) ; python_version < \"3.9\"", "mypy (==1.15.0) ; python_version >= \"3.9\"", "pip (==25.0.1)", "pylint (==3.2.7) ; python_version < \"3.9\"", "pylint (==3.3.6) ; python_version >= \"3.9\"", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
+dev = ["build (==1.2.2.post1)", "coverage (==7.5.4)", "coverage (==7.8.0)", "mypy (==1.14.1)", "mypy (==1.15.0)", "pip (==25.0.1)", "pylint (==3.2.7)", "pylint (==3.3.6)", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
 
 [[package]]
 name = "jsonpatch"
@@ -2169,7 +2087,6 @@ 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.*"
-groups = ["main"]
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -2184,7 +2101,6 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -2196,7 +2112,6 @@ version = "4.23.0"
 description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jsonschema-4.23.0-py3-none-any.whl", hash = "sha256:fbadb6f8b144a8f8cf9f0b89ba94501d143e50411a1278633f56a7acf7fd5566"},
     {file = "jsonschema-4.23.0.tar.gz", hash = "sha256:d71497fef26351a33265337fa77ffeb82423f3ea21283cd9467bb03999266bc4"},
@@ -2226,7 +2141,6 @@ version = "2024.10.1"
 description = "The JSON Schema meta-schemas and vocabularies, exposed as a Registry"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "jsonschema_specifications-2024.10.1-py3-none-any.whl", hash = "sha256:a09a0680616357d9a0ecf05c12ad234479f549239d0f5b55f3deea67475da9bf"},
     {file = "jsonschema_specifications-2024.10.1.tar.gz", hash = "sha256:0f38b83639958ce1152d02a7f062902c41c8fd20d558b0c34344292d417ae272"},
@@ -2241,7 +2155,6 @@ version = "1.1.1"
 description = "Jupyter metapackage. Install all the Jupyter components in one go."
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "jupyter-1.1.1-py2.py3-none-any.whl", hash = "sha256:7a59533c22af65439b24bbe60373a4e95af8f16ac65a6c00820ad378e3f7cc83"},
     {file = "jupyter-1.1.1.tar.gz", hash = "sha256:d55467bceabdea49d7e3624af7e33d59c37fff53ed3a350e1ac957bed731de7a"},
@@ -2261,7 +2174,6 @@ version = "8.6.3"
 description = "Jupyter protocol implementation and client libraries"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyter_client-8.6.3-py3-none-any.whl", hash = "sha256:e8a19cc986cc45905ac3362915f410f3af85424b4c0905e94fa5f2cb08e8f23f"},
     {file = "jupyter_client-8.6.3.tar.gz", hash = "sha256:35b3a0947c4a6e9d589eb97d7d4cd5e90f910ee73101611f01283732bd6d9419"},
@@ -2276,7 +2188,7 @@ traitlets = ">=5.3"
 
 [package.extras]
 docs = ["ipykernel", "myst-parser", "pydata-sphinx-theme", "sphinx (>=4)", "sphinx-autodoc-typehints", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko ; sys_platform == \"win32\"", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
+test = ["coverage", "ipykernel (>=6.14)", "mypy", "paramiko", "pre-commit", "pytest (<8.2.0)", "pytest-cov", "pytest-jupyter[client] (>=0.4.1)", "pytest-timeout"]
 
 [[package]]
 name = "jupyter-console"
@@ -2284,7 +2196,6 @@ version = "6.6.3"
 description = "Jupyter terminal console"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "jupyter_console-6.6.3-py3-none-any.whl", hash = "sha256:309d33409fcc92ffdad25f0bcdf9a4a9daa61b6f341177570fdac03de5352485"},
     {file = "jupyter_console-6.6.3.tar.gz", hash = "sha256:566a4bf31c87adbfadf22cdf846e3069b59a71ed5da71d6ba4d8aaad14a53539"},
@@ -2309,7 +2220,6 @@ version = "5.7.2"
 description = "Jupyter core package. A base package on which Jupyter projects rely."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyter_core-5.7.2-py3-none-any.whl", hash = "sha256:4f7315d2f6b4bcf2e3e7cb6e46772eba760ae459cd1f59d29eb57b0a01bd7409"},
     {file = "jupyter_core-5.7.2.tar.gz", hash = "sha256:aa5f8d32bbf6b431ac830496da7392035d6f61b4f54872f15c4bd2a9c3f536d9"},
@@ -2330,7 +2240,6 @@ version = "0.12.0"
 description = "Jupyter Event System library"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "jupyter_events-0.12.0-py3-none-any.whl", hash = "sha256:6464b2fa5ad10451c3d35fabc75eab39556ae1e2853ad0c0cc31b656731a97fb"},
     {file = "jupyter_events-0.12.0.tar.gz", hash = "sha256:fc3fce98865f6784c9cd0a56a20644fc6098f21c8c33834a8d9fe383c17e554b"},
@@ -2357,7 +2266,6 @@ version = "2.2.5"
 description = "Multi-Language Server WebSocket proxy for Jupyter Notebook/Lab server"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyter-lsp-2.2.5.tar.gz", hash = "sha256:793147a05ad446f809fd53ef1cd19a9f5256fd0a2d6b7ce943a982cb4f545001"},
     {file = "jupyter_lsp-2.2.5-py3-none-any.whl", hash = "sha256:45fbddbd505f3fbfb0b6cb2f1bc5e15e83ab7c79cd6e89416b248cb3c00c11da"},
@@ -2372,7 +2280,6 @@ version = "2.15.0"
 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "jupyter_server-2.15.0-py3-none-any.whl", hash = "sha256:872d989becf83517012ee669f09604aa4a28097c0bd90b2f424310156c2cdae3"},
     {file = "jupyter_server-2.15.0.tar.gz", hash = "sha256:9d446b8697b4f7337a1b7cdcac40778babdd93ba614b6d68ab1c0c918f1c4084"},
@@ -2409,7 +2316,6 @@ version = "0.5.3"
 description = "A Jupyter Server Extension Providing Terminals."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyter_server_terminals-0.5.3-py3-none-any.whl", hash = "sha256:41ee0d7dc0ebf2809c668e0fc726dfaf258fcd3e769568996ca731b6194ae9aa"},
     {file = "jupyter_server_terminals-0.5.3.tar.gz", hash = "sha256:5ae0295167220e9ace0edcfdb212afd2b01ee8d179fe6f23c899590e9b8a5269"},
@@ -2429,7 +2335,6 @@ version = "4.3.6"
 description = "JupyterLab computational environment"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyterlab-4.3.6-py3-none-any.whl", hash = "sha256:fc9eb0455562a56a9bd6d2977cf090842f321fa1a298fcee9bf8c19de353d5fd"},
     {file = "jupyterlab-4.3.6.tar.gz", hash = "sha256:2900ffdbfca9ed37c4ad7fdda3eb76582fd945d46962af3ac64741ae2d6b2ff4"},
@@ -2463,7 +2368,6 @@ version = "0.3.0"
 description = "Pygments theme using JupyterLab CSS variables"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyterlab_pygments-0.3.0-py3-none-any.whl", hash = "sha256:841a89020971da1d8693f1a99997aefc5dc424bb1b251fd6322462a1b8842780"},
     {file = "jupyterlab_pygments-0.3.0.tar.gz", hash = "sha256:721aca4d9029252b11cfa9d185e5b5af4d54772bb8072f9b7036f4170054d35d"},
@@ -2475,7 +2379,6 @@ version = "2.27.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "jupyterlab_server-2.27.3-py3-none-any.whl", hash = "sha256:e697488f66c3db49df675158a77b3b017520d772c6e1548c7d9bcc5df7944ee4"},
     {file = "jupyterlab_server-2.27.3.tar.gz", hash = "sha256:eb36caca59e74471988f0ae25c77945610b887f777255aa21f8065def9e51ed4"},
@@ -2501,7 +2404,6 @@ version = "3.0.13"
 description = "Jupyter interactive widgets for JupyterLab"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "jupyterlab_widgets-3.0.13-py3-none-any.whl", hash = "sha256:e3cda2c233ce144192f1e29914ad522b2f4c40e77214b0cc97377ca3d323db54"},
     {file = "jupyterlab_widgets-3.0.13.tar.gz", hash = "sha256:a2966d385328c1942b683a8cd96b89b8dd82c8b8f81dda902bb2bc06d46f5bed"},
@@ -2513,7 +2415,6 @@ version = "32.0.1"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "kubernetes-32.0.1-py2.py3-none-any.whl", hash = "sha256:35282ab8493b938b08ab5526c7ce66588232df00ef5e1dbe88a419107dc10998"},
     {file = "kubernetes-32.0.1.tar.gz", hash = "sha256:42f43d49abd437ada79a79a16bd48a604d3471a117a8347e87db693f2ba0ba28"},
@@ -2541,7 +2442,6 @@ version = "0.3.23"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
 files = [
     {file = "langchain-0.3.23-py3-none-any.whl", hash = "sha256:084f05ee7e80b7c3f378ebadd7309f2a37868ce2906fa0ae64365a67843ade3d"},
     {file = "langchain-0.3.23.tar.gz", hash = "sha256:d95004afe8abebb52d51d6026270248da3f4b53d93e9bf699f76005e0c83ad34"},
@@ -2581,7 +2481,6 @@ version = "0.2.18"
 description = "An integration package connecting AWS and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
 files = [
     {file = "langchain_aws-0.2.18-py3-none-any.whl", hash = "sha256:9407322a0a94cce79e009bdadb64a83219ced87f6149bdc3bbba844768f2f223"},
     {file = "langchain_aws-0.2.18.tar.gz", hash = "sha256:5aa98c90eda244419a27a433739ff4cb22ade749efff3dc8f120d76d420102fb"},
@@ -2599,7 +2498,6 @@ version = "0.2.2"
 description = "An integration package connecting Chroma and LangChain"
 optional = false
 python-versions = "<4,>=3.9"
-groups = ["main"]
 files = [
     {file = "langchain_chroma-0.2.2-py3-none-any.whl", hash = "sha256:7766335f16975c2059bb6e8ea75a59a4082c52e6c9d66827681d1bce2c2756a2"},
     {file = "langchain_chroma-0.2.2.tar.gz", hash = "sha256:11225ca6077b2bf919b84d74e4d343121e077c0fa3274db1929a270fef9d1002"},
@@ -2616,7 +2514,6 @@ version = "0.3.21"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
 files = [
     {file = "langchain_community-0.3.21-py3-none-any.whl", hash = "sha256:8cb9bbb7ef15e5eea776193528dd0e0e1299047146d0c78b6c696ae2dc62e81f"},
     {file = "langchain_community-0.3.21.tar.gz", hash = "sha256:b87b9992cbeea7553ed93e3d39faf9893a8690318485f7dc861751c7878729f7"},
@@ -2642,7 +2539,6 @@ version = "0.3.51"
 description = "Building applications with LLMs through composability"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
 files = [
     {file = "langchain_core-0.3.51-py3-none-any.whl", hash = "sha256:4bd71e8acd45362aa428953f2a91d8162318014544a2216e4b769463caf68e13"},
     {file = "langchain_core-0.3.51.tar.gz", hash = "sha256:db76b9cc331411602cb40ba0469a161febe7a0663fbcaddbc9056046ac2d22f4"},
@@ -2666,7 +2562,6 @@ version = "0.3.8"
 description = "LangChain text splitting utilities"
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
 files = [
     {file = "langchain_text_splitters-0.3.8-py3-none-any.whl", hash = "sha256:e75cc0f4ae58dcf07d9f18776400cf8ade27fadd4ff6d264df6278bb302f6f02"},
     {file = "langchain_text_splitters-0.3.8.tar.gz", hash = "sha256:116d4b9f2a22dda357d0b79e30acf005c5518177971c66a9f1ab0edfdb0f912e"},
@@ -2681,7 +2576,6 @@ version = "0.1.21"
 description = "The LangChain Hub API client"
 optional = false
 python-versions = "<4.0,>=3.8.1"
-groups = ["main"]
 files = [
     {file = "langchainhub-0.1.21-py3-none-any.whl", hash = "sha256:1cc002dc31e0d132a776afd044361e2b698743df5202618cf2bad399246b895f"},
     {file = "langchainhub-0.1.21.tar.gz", hash = "sha256:723383b3964a47dbaea6ad5d0ef728accefbc9d2c07480e800bdec43510a8c10"},
@@ -2698,7 +2592,6 @@ version = "0.3.27"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
 python-versions = "<4.0,>=3.9"
-groups = ["main"]
 files = [
     {file = "langsmith-0.3.27-py3-none-any.whl", hash = "sha256:060956aaed5f391a85829daa0c220b5e07b2e7dd5d33be4b92f280672be984f7"},
     {file = "langsmith-0.3.27.tar.gz", hash = "sha256:0bdeda73cf723cbcde1cab0f3459f7e5d5748db28a33bf9f6bdc0e2f4fe0ee1e"},
@@ -2728,7 +2621,6 @@ version = "3.0.0"
 description = "Python port of markdown-it. Markdown parsing, done right!"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "markdown-it-py-3.0.0.tar.gz", hash = "sha256:e3f60a94fa066dc52ec76661e37c851cb232d92f9886b15cb560aaada2df8feb"},
     {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
@@ -2753,7 +2645,6 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:7e94c425039cde14257288fd61dcfb01963e658efbc0ff54f5306b06054700f8"},
     {file = "MarkupSafe-3.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9e2d922824181480953426608b81967de705c3cef4d1af983af849d7bd619158"},
@@ -2824,7 +2715,6 @@ version = "3.26.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
     {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
@@ -2844,7 +2734,6 @@ version = "0.1.7"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
     {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
@@ -2859,7 +2748,6 @@ version = "0.1.2"
 description = "Markdown URL utilities"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
     {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
@@ -2871,7 +2759,6 @@ version = "3.1.3"
 description = "A sane and fast Markdown parser with useful plugins and renderers"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "mistune-3.1.3-py3-none-any.whl", hash = "sha256:1a32314113cff28aa6432e99e522677c8587fd83e3d51c29b82a52409c842bd9"},
     {file = "mistune-3.1.3.tar.gz", hash = "sha256:a7035c21782b2becb6be62f8f25d3df81ccb4d6fa477a6525b15af06539f02a0"},
@@ -2883,7 +2770,6 @@ version = "5.1.0"
 description = "Python extension for MurmurHash (MurmurHash3), a set of fast and robust hash functions."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:eaf4ac5c6ee18ca9232238364d7f2a213278ae5ca97897cafaa123fcc7bb8bec"},
     {file = "mmh3-5.1.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:48f9aa8ccb9ad1d577a16104834ac44ff640d8de8c0caed09a2300df7ce8460a"},
@@ -2982,7 +2868,6 @@ version = "1.6"
 description = "An implementation of time.monotonic() for Python 2 & < 3.3"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "monotonic-1.6-py2.py3-none-any.whl", hash = "sha256:68687e19a14f11f26d140dd5c86f3dba4bf5df58003000ed467e0e2a69bca96c"},
     {file = "monotonic-1.6.tar.gz", hash = "sha256:3a55207bcfed53ddd5c5bae174524062935efed17792e9de2ad0205ce9ad63f7"},
@@ -2994,7 +2879,6 @@ version = "1.3.0"
 description = "Python library for arbitrary-precision floating-point arithmetic"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "mpmath-1.3.0-py3-none-any.whl", hash = "sha256:a0b2b9fe80bbcd81a6647ff13108738cfb482d481d826cc0e02f5b35e5c88d2c"},
     {file = "mpmath-1.3.0.tar.gz", hash = "sha256:7a28eb2a9774d00c7bc92411c19a89209d5da7c4c9a9e227be8330a23a25b91f"},
@@ -3003,7 +2887,7 @@ files = [
 [package.extras]
 develop = ["codecov", "pycodestyle", "pytest (>=4.6)", "pytest-cov", "wheel"]
 docs = ["sphinx"]
-gmpy = ["gmpy2 (>=2.1.0a4) ; platform_python_implementation != \"PyPy\""]
+gmpy = ["gmpy2 (>=2.1.0a4)"]
 tests = ["pytest (>=4.6)"]
 
 [[package]]
@@ -3012,7 +2896,6 @@ version = "6.2.0"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "multidict-6.2.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b9f6392d98c0bd70676ae41474e2eecf4c7150cb419237a41f8f96043fcb81d1"},
     {file = "multidict-6.2.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:3501621d5e86f1a88521ea65d5cad0a0834c77b26f193747615b7c911e5422d2"},
@@ -3114,7 +2997,6 @@ version = "1.15.0"
 description = "Optional static typing for Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "mypy-1.15.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:979e4e1a006511dacf628e36fadfecbcc0160a8af6ca7dad2f5025529e082c13"},
     {file = "mypy-1.15.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c4bb0e1bd29f7d34efcccd71cf733580191e9a264a2202b0239da95984c5b559"},
@@ -3167,7 +3049,6 @@ version = "1.0.0"
 description = "Type system extensions for programs checked with the mypy type checker."
 optional = false
 python-versions = ">=3.5"
-groups = ["main", "dev"]
 files = [
     {file = "mypy_extensions-1.0.0-py3-none-any.whl", hash = "sha256:4392f6c0eb8a5668a69e23d168ffa70f0be9ccfd32b5cc2d26a34ae5b844552d"},
     {file = "mypy_extensions-1.0.0.tar.gz", hash = "sha256:75dbf8955dc00442a438fc4d0666508a9a97b6bd41aa2f0ffe9d2f2725af0782"},
@@ -3179,7 +3060,6 @@ version = "0.10.2"
 description = "A client library for executing notebooks. Formerly nbconvert's ExecutePreprocessor."
 optional = false
 python-versions = ">=3.9.0"
-groups = ["dev"]
 files = [
     {file = "nbclient-0.10.2-py3-none-any.whl", hash = "sha256:4ffee11e788b4a27fabeb7955547e4318a5298f34342a4bfd01f2e1faaeadc3d"},
     {file = "nbclient-0.10.2.tar.gz", hash = "sha256:90b7fc6b810630db87a6d0c2250b1f0ab4cf4d3c27a299b0cde78a4ed3fd9193"},
@@ -3202,7 +3082,6 @@ version = "7.16.6"
 description = "Converting Jupyter Notebooks (.ipynb files) to other formats.  Output formats include asciidoc, html, latex, markdown, pdf, py, rst, script.  nbconvert can be used both as a Python library (`import nbconvert`) or as a command line tool (invoked as `jupyter nbconvert ...`)."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "nbconvert-7.16.6-py3-none-any.whl", hash = "sha256:1375a7b67e0c2883678c48e506dc320febb57685e5ee67faa51b18a90f3a712b"},
     {file = "nbconvert-7.16.6.tar.gz", hash = "sha256:576a7e37c6480da7b8465eefa66c17844243816ce1ccc372633c6b71c3c0f582"},
@@ -3239,7 +3118,6 @@ version = "5.10.4"
 description = "The Jupyter Notebook format"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "nbformat-5.10.4-py3-none-any.whl", hash = "sha256:3b48d6c8fbca4b299bf3982ea7db1af21580e4fec269ad087b9e81588891200b"},
     {file = "nbformat-5.10.4.tar.gz", hash = "sha256:322168b14f937a5d11362988ecac2a4952d3d8e3a2cbeb2319584631226d5b3a"},
@@ -3261,7 +3139,6 @@ version = "1.6.0"
 description = "Patch asyncio to allow nested event loops"
 optional = false
 python-versions = ">=3.5"
-groups = ["dev"]
 files = [
     {file = "nest_asyncio-1.6.0-py3-none-any.whl", hash = "sha256:87af6efd6b5e897c81050477ef65c62e2b2f35d51703cae01aff2905b1852e1c"},
     {file = "nest_asyncio-1.6.0.tar.gz", hash = "sha256:6f172d5449aca15afd6c646851f4e31e02c598d553a667e38cafa997cfec55fe"},
@@ -3273,7 +3150,6 @@ version = "3.4.2"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "networkx-3.4.2-py3-none-any.whl", hash = "sha256:df5d4365b724cf81b8c6a7312509d0c22386097011ad1abe274afd5e9d3bbc5f"},
     {file = "networkx-3.4.2.tar.gz", hash = "sha256:307c3669428c5362aab27c8a1260aa8f47c4e91d3891f48be0141738d8d053e1"},
@@ -3293,7 +3169,6 @@ version = "3.9.1"
 description = "Natural Language Toolkit"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "nltk-3.9.1-py3-none-any.whl", hash = "sha256:4fa26829c5b00715afe3061398a8989dc643b92ce7dd93fb4585a70930d168a1"},
     {file = "nltk-3.9.1.tar.gz", hash = "sha256:87d127bd3de4bd89a4f81265e5fa59cb1b199b27440175370f7417d2bc7ae868"},
@@ -3319,7 +3194,6 @@ version = "7.3.3"
 description = "Jupyter Notebook - A web-based notebook environment for interactive computing"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "notebook-7.3.3-py3-none-any.whl", hash = "sha256:b193df0878956562d5171c8e25c9252b8e86c9fcc16163b8ee3fe6c5e3f422f7"},
     {file = "notebook-7.3.3.tar.gz", hash = "sha256:707a313fb882d35f921989eb3d204de942ed5132a44e4aa1fe0e8f24bb9dc25d"},
@@ -3335,7 +3209,7 @@ tornado = ">=6.2.0"
 [package.extras]
 dev = ["hatch", "pre-commit"]
 docs = ["myst-parser", "nbsphinx", "pydata-sphinx-theme", "sphinx (>=1.3.6)", "sphinxcontrib-github-alt", "sphinxcontrib-spelling"]
-test = ["importlib-resources (>=5.0) ; python_version < \"3.10\"", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
+test = ["importlib-resources (>=5.0)", "ipykernel", "jupyter-server[test] (>=2.4.0,<3)", "jupyterlab-server[test] (>=2.27.1,<3)", "nbval", "pytest (>=7.0)", "pytest-console-scripts", "pytest-timeout", "pytest-tornasync", "requests"]
 
 [[package]]
 name = "notebook-shim"
@@ -3343,7 +3217,6 @@ version = "0.2.4"
 description = "A shim layer for notebook traits and config"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "notebook_shim-0.2.4-py3-none-any.whl", hash = "sha256:411a5be4e9dc882a074ccbcae671eda64cceb068767e9a3419096986560e1cef"},
     {file = "notebook_shim-0.2.4.tar.gz", hash = "sha256:b4b2cfa1b65d98307ca24361f5b30fe785b53c3fd07b7a47e89acb5e6ac638cb"},
@@ -3361,7 +3234,6 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
     {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
@@ -3407,8 +3279,6 @@ version = "12.4.5.8"
 description = "CUBLAS native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0f8aa1706812e00b9f19dfe0cdb3999b092ccb8ca168c0db5b8ea712456fd9b3"},
     {file = "nvidia_cublas_cu12-12.4.5.8-py3-none-manylinux2014_x86_64.whl", hash = "sha256:2fc8da60df463fdefa81e323eef2e36489e1c94335b5358bcb38360adf75ac9b"},
@@ -3421,8 +3291,6 @@ version = "12.4.127"
 description = "CUDA profiling tools runtime libs."
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:79279b35cf6f91da114182a5ce1864997fd52294a87a16179ce275773799458a"},
     {file = "nvidia_cuda_cupti_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:9dec60f5ac126f7bb551c055072b69d85392b13311fcc1bcda2202d172df30fb"},
@@ -3435,8 +3303,6 @@ version = "12.4.127"
 description = "NVRTC native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:0eedf14185e04b76aa05b1fea04133e59f465b6f960c0cbf4e37c3cb6b0ea198"},
     {file = "nvidia_cuda_nvrtc_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a178759ebb095827bd30ef56598ec182b85547f1508941a3d560eb7ea1fbf338"},
@@ -3449,8 +3315,6 @@ version = "12.4.127"
 description = "CUDA Runtime native Libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:961fe0e2e716a2a1d967aab7caee97512f71767f852f67432d572e36cb3a11f3"},
     {file = "nvidia_cuda_runtime_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:64403288fa2136ee8e467cdc9c9427e0434110899d07c779f25b5c068934faa5"},
@@ -3463,8 +3327,6 @@ version = "9.1.0.70"
 description = "cuDNN runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-manylinux2014_x86_64.whl", hash = "sha256:165764f44ef8c61fcdfdfdbe769d687e06374059fbb388b6c89ecb0e28793a6f"},
     {file = "nvidia_cudnn_cu12-9.1.0.70-py3-none-win_amd64.whl", hash = "sha256:6278562929433d68365a07a4a1546c237ba2849852c0d4b2262a486e805b977a"},
@@ -3479,8 +3341,6 @@ version = "11.2.1.3"
 description = "CUFFT native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_aarch64.whl", hash = "sha256:5dad8008fc7f92f5ddfa2101430917ce2ffacd86824914c82e28990ad7f00399"},
     {file = "nvidia_cufft_cu12-11.2.1.3-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f083fc24912aa410be21fa16d157fed2055dab1cc4b6934a0e03cba69eb242b9"},
@@ -3496,8 +3356,6 @@ version = "10.3.5.147"
 description = "CURAND native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_aarch64.whl", hash = "sha256:1f173f09e3e3c76ab084aba0de819c49e56614feae5c12f69883f4ae9bb5fad9"},
     {file = "nvidia_curand_cu12-10.3.5.147-py3-none-manylinux2014_x86_64.whl", hash = "sha256:a88f583d4e0bb643c49743469964103aa59f7f708d862c3ddb0fc07f851e3b8b"},
@@ -3510,8 +3368,6 @@ version = "11.6.1.9"
 description = "CUDA solver native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_aarch64.whl", hash = "sha256:d338f155f174f90724bbde3758b7ac375a70ce8e706d70b018dd3375545fc84e"},
     {file = "nvidia_cusolver_cu12-11.6.1.9-py3-none-manylinux2014_x86_64.whl", hash = "sha256:19e33fa442bcfd085b3086c4ebf7e8debc07cfe01e11513cc6d332fd918ac260"},
@@ -3529,8 +3385,6 @@ version = "12.3.1.170"
 description = "CUSPARSE native runtime libraries"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_aarch64.whl", hash = "sha256:9d32f62896231ebe0480efd8a7f702e143c98cfaa0e8a76df3386c1ba2b54df3"},
     {file = "nvidia_cusparse_cu12-12.3.1.170-py3-none-manylinux2014_x86_64.whl", hash = "sha256:ea4f11a2904e2a8dc4b1833cc1b5181cde564edd0d5cd33e3c168eff2d1863f1"},
@@ -3546,8 +3400,6 @@ version = "0.6.2"
 description = "NVIDIA cuSPARSELt"
 optional = false
 python-versions = "*"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_cusparselt_cu12-0.6.2-py3-none-manylinux2014_aarch64.whl", hash = "sha256:067a7f6d03ea0d4841c85f0c6f1991c5dda98211f6302cb83a4ab234ee95bef8"},
     {file = "nvidia_cusparselt_cu12-0.6.2-py3-none-manylinux2014_x86_64.whl", hash = "sha256:df2c24502fd76ebafe7457dbc4716b2fec071aabaed4fb7691a201cde03704d9"},
@@ -3560,8 +3412,6 @@ version = "2.21.5"
 description = "NVIDIA Collective Communication Library (NCCL) Runtime"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nccl_cu12-2.21.5-py3-none-manylinux2014_x86_64.whl", hash = "sha256:8579076d30a8c24988834445f8d633c697d42397e92ffc3f63fa26766d25e0a0"},
 ]
@@ -3572,8 +3422,6 @@ version = "12.4.127"
 description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:4abe7fef64914ccfa909bc2ba39739670ecc9e820c83ccc7a6ed414122599b83"},
     {file = "nvidia_nvjitlink_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:06b3b9b25bf3f8af351d664978ca26a16d2c5127dbd53c0497e28d1fb9611d57"},
@@ -3586,8 +3434,6 @@ version = "12.4.127"
 description = "NVIDIA Tools Extension"
 optional = false
 python-versions = ">=3"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_aarch64.whl", hash = "sha256:7959ad635db13edf4fc65c06a6e9f9e55fc2f92596db928d169c0bb031e88ef3"},
     {file = "nvidia_nvtx_cu12-12.4.127-py3-none-manylinux2014_x86_64.whl", hash = "sha256:781e950d9b9f60d8241ccea575b32f5105a5baf4c2351cab5256a24869f12a1a"},
@@ -3600,7 +3446,6 @@ version = "3.2.2"
 description = "A generic, spec-compliant, thorough implementation of the OAuth request-signing logic"
 optional = false
 python-versions = ">=3.6"
-groups = ["main"]
 files = [
     {file = "oauthlib-3.2.2-py3-none-any.whl", hash = "sha256:8139f29aac13e25d502680e9e19963e83f16838d48a0d71c287fe40e7067fbca"},
     {file = "oauthlib-3.2.2.tar.gz", hash = "sha256:9859c40929662bec5d64f34d01c99e093149682a3f38915dc0655d5a633dd918"},
@@ -3617,7 +3462,6 @@ version = "1.21.0"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "onnxruntime-1.21.0-cp310-cp310-macosx_13_0_universal2.whl", hash = "sha256:95513c9302bc8dd013d84148dcf3168e782a80cdbf1654eddc948a23147ccd3d"},
     {file = "onnxruntime-1.21.0-cp310-cp310-manylinux_2_27_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:635d4ab13ae0f150dd4c6ff8206fd58f1c6600636ecc796f6f0c42e4c918585b"},
@@ -3653,7 +3497,6 @@ version = "3.1.5"
 description = "A Python library to read/write Excel 2010 xlsx/xlsm files"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "openpyxl-3.1.5-py2.py3-none-any.whl", hash = "sha256:5282c12b107bffeef825f4617dc029afaf41d0ea60823bbb665ef3079dc79de2"},
     {file = "openpyxl-3.1.5.tar.gz", hash = "sha256:cf0e3cf56142039133628b5acffe8ef0c12bc902d2aadd3e0fe5878dc08d1050"},
@@ -3668,7 +3511,6 @@ version = "1.31.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_api-1.31.1-py3-none-any.whl", hash = "sha256:1511a3f470c9c8a32eeea68d4ea37835880c0eed09dd1a0187acc8b1301da0a1"},
     {file = "opentelemetry_api-1.31.1.tar.gz", hash = "sha256:137ad4b64215f02b3000a0292e077641c8611aab636414632a9b9068593b7e91"},
@@ -3684,7 +3526,6 @@ version = "1.31.1"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_exporter_otlp_proto_common-1.31.1-py3-none-any.whl", hash = "sha256:7cadf89dbab12e217a33c5d757e67c76dd20ce173f8203e7370c4996f2e9efd8"},
     {file = "opentelemetry_exporter_otlp_proto_common-1.31.1.tar.gz", hash = "sha256:c748e224c01f13073a2205397ba0e415dcd3be9a0f95101ba4aace5fc730e0da"},
@@ -3699,7 +3540,6 @@ version = "1.31.1"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_exporter_otlp_proto_grpc-1.31.1-py3-none-any.whl", hash = "sha256:f4055ad2c9a2ea3ae00cbb927d6253233478b3b87888e197d34d095a62305fae"},
     {file = "opentelemetry_exporter_otlp_proto_grpc-1.31.1.tar.gz", hash = "sha256:c7f66b4b333c52248dc89a6583506222c896c74824d5d2060b818ae55510939a"},
@@ -3723,7 +3563,6 @@ version = "0.52b1"
 description = "Instrumentation Tools & Auto Instrumentation for OpenTelemetry Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation-0.52b1-py3-none-any.whl", hash = "sha256:8c0059c4379d77bbd8015c8d8476020efe873c123047ec069bb335e4b8717477"},
     {file = "opentelemetry_instrumentation-0.52b1.tar.gz", hash = "sha256:739f3bfadbbeec04dd59297479e15660a53df93c131d907bb61052e3d3c1406f"},
@@ -3741,7 +3580,6 @@ version = "0.52b1"
 description = "ASGI instrumentation for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_asgi-0.52b1-py3-none-any.whl", hash = "sha256:f7179f477ed665ba21871972f979f21e8534edb971232e11920c8a22f4759236"},
     {file = "opentelemetry_instrumentation_asgi-0.52b1.tar.gz", hash = "sha256:a6dbce9cb5b2c2f45ce4817ad21f44c67fd328358ad3ab911eb46f0be67f82ec"},
@@ -3763,7 +3601,6 @@ version = "0.52b1"
 description = "OpenTelemetry FastAPI Instrumentation"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_instrumentation_fastapi-0.52b1-py3-none-any.whl", hash = "sha256:73c8804f053c5eb2fd2c948218bff9561f1ef65e89db326a6ab0b5bf829969f4"},
     {file = "opentelemetry_instrumentation_fastapi-0.52b1.tar.gz", hash = "sha256:d26ab15dc49e041301d5c2571605b8f5c3a6ee4a85b60940338f56c120221e98"},
@@ -3785,7 +3622,6 @@ version = "1.31.1"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_proto-1.31.1-py3-none-any.whl", hash = "sha256:1398ffc6d850c2f1549ce355744e574c8cd7c1dba3eea900d630d52c41d07178"},
     {file = "opentelemetry_proto-1.31.1.tar.gz", hash = "sha256:d93e9c2b444e63d1064fb50ae035bcb09e5822274f1683886970d2734208e790"},
@@ -3800,7 +3636,6 @@ version = "1.31.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_sdk-1.31.1-py3-none-any.whl", hash = "sha256:882d021321f223e37afaca7b4e06c1d8bbc013f9e17ff48a7aa017460a8e7dae"},
     {file = "opentelemetry_sdk-1.31.1.tar.gz", hash = "sha256:c95f61e74b60769f8ff01ec6ffd3d29684743404603df34b20aa16a49dc8d903"},
@@ -3817,7 +3652,6 @@ version = "0.52b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_semantic_conventions-0.52b1-py3-none-any.whl", hash = "sha256:72b42db327e29ca8bb1b91e8082514ddf3bbf33f32ec088feb09526ade4bc77e"},
     {file = "opentelemetry_semantic_conventions-0.52b1.tar.gz", hash = "sha256:7b3d226ecf7523c27499758a58b542b48a0ac8d12be03c0488ff8ec60c5bae5d"},
@@ -3833,7 +3667,6 @@ version = "0.52b1"
 description = "Web util for OpenTelemetry"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "opentelemetry_util_http-0.52b1-py3-none-any.whl", hash = "sha256:6a6ab6bfa23fef96f4995233e874f67602adf9d224895981b4ab9d4dde23de78"},
     {file = "opentelemetry_util_http-0.52b1.tar.gz", hash = "sha256:c03c8c23f1b75fadf548faece7ead3aecd50761c5593a2b2831b48730eee5b31"},
@@ -3845,7 +3678,6 @@ version = "3.10.16"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "orjson-3.10.16-cp310-cp310-macosx_10_15_x86_64.macosx_11_0_arm64.macosx_10_15_universal2.whl", hash = "sha256:4cb473b8e79154fa778fb56d2d73763d977be3dcc140587e07dbc545bbfc38f8"},
     {file = "orjson-3.10.16-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:622a8e85eeec1948690409a19ca1c7d9fd8ff116f4861d261e6ae2094fe59a00"},
@@ -3923,7 +3755,6 @@ version = "7.7.0"
 description = "A decorator to automatically detect mismatch when overriding a method."
 optional = false
 python-versions = ">=3.6"
-groups = ["main", "dev"]
 files = [
     {file = "overrides-7.7.0-py3-none-any.whl", hash = "sha256:c7ed9d062f78b8e4c1a7b70bd8796b35ead4d9f510227ef9c5dc7626c60d7e49"},
     {file = "overrides-7.7.0.tar.gz", hash = "sha256:55158fa3d93b98cc75299b1e67078ad9003ca27945c76162c1c0766d6f91820a"},
@@ -3935,7 +3766,6 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "test"]
 files = [
     {file = "packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759"},
     {file = "packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f"},
@@ -3947,7 +3777,6 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pandas-2.2.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:1948ddde24197a0f7add2bdc4ca83bf2b1ef84a1bc8ccffd95eda17fd836ecb5"},
     {file = "pandas-2.2.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:381175499d3802cde0eabbaf6324cce0c4f5d52ca6f8c377c29ad442f50f6348"},
@@ -4030,7 +3859,6 @@ version = "1.5.1"
 description = "Utilities for writing pandoc filters in python"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["dev"]
 files = [
     {file = "pandocfilters-1.5.1-py2.py3-none-any.whl", hash = "sha256:93be382804a9cdb0a7267585f157e5d1731bbe5545a85b268d6f5fe6232de2bc"},
     {file = "pandocfilters-1.5.1.tar.gz", hash = "sha256:002b4a555ee4ebc03f8b66307e287fa492e4a77b4ea14d3f934328297bb4939e"},
@@ -4042,7 +3870,6 @@ version = "0.8.4"
 description = "A Python Parser"
 optional = false
 python-versions = ">=3.6"
-groups = ["dev"]
 files = [
     {file = "parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18"},
     {file = "parso-0.8.4.tar.gz", hash = "sha256:eb3a7b58240fb99099a345571deecc0f9540ea5f4dd2fe14c2a99d6b281ab92d"},
@@ -4058,7 +3885,6 @@ version = "0.12.1"
 description = "Utility library for gitignore style pattern matching of file paths."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "pathspec-0.12.1-py3-none-any.whl", hash = "sha256:a0d503e138a4c123b27490a4f7beda6a01c6f288df0e4a8b79c7eb0dc7b4cc08"},
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
@@ -4070,8 +3896,6 @@ version = "4.9.0"
 description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
-groups = ["dev"]
-markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -4082,91 +3906,101 @@ ptyprocess = ">=0.5"
 
 [[package]]
 name = "pillow"
-version = "11.1.0"
+version = "11.2.1"
 description = "Python Imaging Library (Fork)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
-    {file = "pillow-11.1.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:e1abe69aca89514737465752b4bcaf8016de61b3be1397a8fc260ba33321b3a8"},
-    {file = "pillow-11.1.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:c640e5a06869c75994624551f45e5506e4256562ead981cce820d5ab39ae2192"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:a07dba04c5e22824816b2615ad7a7484432d7f540e6fa86af60d2de57b0fcee2"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e267b0ed063341f3e60acd25c05200df4193e15a4a5807075cd71225a2386e26"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:bd165131fd51697e22421d0e467997ad31621b74bfc0b75956608cb2906dda07"},
-    {file = "pillow-11.1.0-cp310-cp310-manylinux_2_28_x86_64.whl", hash = "sha256:abc56501c3fd148d60659aae0af6ddc149660469082859fa7b066a298bde9482"},
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 ]
 
 [package.extras]
-docs = ["furo", "olefile", "sphinx (>=8.1)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
 fpx = ["olefile"]
 mic = ["olefile"]
+test-arrow = ["pyarrow"]
 tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
-typing = ["typing-extensions ; python_version < \"3.10\""]
+typing = ["typing-extensions"]
 xmp = ["defusedxml"]
 
 [[package]]
@@ -4175,7 +4009,6 @@ version = "4.3.7"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
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@@ -4192,7 +4025,6 @@ version = "1.5.0"
 description = "plugin and hook calling mechanisms for python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
 files = [
     {file = "pluggy-1.5.0-py3-none-any.whl", hash = "sha256:44e1ad92c8ca002de6377e165f3e0f1be63266ab4d554740532335b9d75ea669"},
     {file = "pluggy-1.5.0.tar.gz", hash = "sha256:2cffa88e94fdc978c4c574f15f9e59b7f4201d439195c3715ca9e2486f1d0cf1"},
@@ -4208,7 +4040,6 @@ version = "3.23.0"
 description = "Integrate PostHog into any python application."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "posthog-3.23.0-py2.py3-none-any.whl", hash = "sha256:2b07d06670170ac2e21465dffa8d356722834cc877ab34e583da6e525c1037df"},
     {file = "posthog-3.23.0.tar.gz", hash = "sha256:1ac0305ab6c54a80c4a82c137231f17616bef007bbf474d1a529cda032d808eb"},
@@ -4234,7 +4065,6 @@ version = "0.21.1"
 description = "Python client for the Prometheus monitoring system."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "prometheus_client-0.21.1-py3-none-any.whl", hash = "sha256:594b45c410d6f4f8888940fe80b5cc2521b305a1fafe1c58609ef715a001f301"},
     {file = "prometheus_client-0.21.1.tar.gz", hash = "sha256:252505a722ac04b0456be05c05f75f45d760c2911ffc45f2a06bcaed9f3ae3fb"},
@@ -4249,7 +4079,6 @@ version = "3.0.50"
 description = "Library for building powerful interactive command lines in Python"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["dev"]
 files = [
     {file = "prompt_toolkit-3.0.50-py3-none-any.whl", hash = "sha256:9b6427eb19e479d98acff65196a307c555eb567989e6d88ebbb1b509d9779198"},
     {file = "prompt_toolkit-3.0.50.tar.gz", hash = "sha256:544748f3860a2623ca5cd6d2795e7a14f3d0e1c3c9728359013f79877fc89bab"},
@@ -4264,7 +4093,6 @@ version = "0.3.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:f27785888d2fdd918bc36de8b8739f2d6c791399552333721b58193f68ea3e98"},
     {file = "propcache-0.3.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d4e89cde74154c7b5957f87a355bb9c8ec929c167b59c83d90654ea36aeb6180"},
@@ -4372,7 +4200,6 @@ version = "5.29.4"
 description = ""
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "protobuf-5.29.4-cp310-abi3-win32.whl", hash = "sha256:13eb236f8eb9ec34e63fc8b1d6efd2777d062fa6aaa68268fb67cf77f6839ad7"},
     {file = "protobuf-5.29.4-cp310-abi3-win_amd64.whl", hash = "sha256:bcefcdf3976233f8a502d265eb65ea740c989bacc6c30a58290ed0e519eb4b8d"},
@@ -4393,7 +4220,6 @@ version = "6.1.1"
 description = "Cross-platform lib for process and system monitoring in Python."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["main", "dev"]
 files = [
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     {file = "psutil-6.1.1-cp27-cp27m-manylinux2010_i686.whl", hash = "sha256:ca9609c77ea3b8481ab005da74ed894035936223422dc591d6772b147421f777"},
@@ -4424,8 +4250,6 @@ version = "0.7.0"
 description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
-groups = ["dev"]
-markers = "os_name != \"nt\" or sys_platform != \"win32\" and sys_platform != \"emscripten\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -4437,7 +4261,6 @@ version = "0.2.3"
 description = "Safely evaluate AST nodes without side effects"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0"},
     {file = "pure_eval-0.2.3.tar.gz", hash = "sha256:5f4e983f40564c576c7c8635ae88db5956bb2229d7e9237d03b3c0b0190eaf42"},
@@ -4452,7 +4275,6 @@ version = "0.6.1"
 description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pyasn1-0.6.1-py3-none-any.whl", hash = "sha256:0d632f46f2ba09143da3a8afe9e33fb6f92fa2320ab7e886e2d0f7672af84629"},
     {file = "pyasn1-0.6.1.tar.gz", hash = "sha256:6f580d2bdd84365380830acf45550f2511469f673cb4a5ae3857a3170128b034"},
@@ -4464,7 +4286,6 @@ version = "0.4.2"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pyasn1_modules-0.4.2-py3-none-any.whl", hash = "sha256:29253a9207ce32b64c3ac6600edc75368f98473906e8fd1043bd6b5b1de2c14a"},
     {file = "pyasn1_modules-0.4.2.tar.gz", hash = "sha256:677091de870a80aae844b1ca6134f54652fa2c8c5a52aa396440ac3106e941e6"},
@@ -4479,12 +4300,10 @@ version = "2.22"
 description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "pycparser-2.22-py3-none-any.whl", hash = "sha256:c3702b6d3dd8c7abc1afa565d7e63d53a1d0bd86cdc24edd75470f4de499cfcc"},
     {file = "pycparser-2.22.tar.gz", hash = "sha256:491c8be9c040f5390f5bf44a5b07752bd07f56edf992381b05c701439eec10f6"},
 ]
-markers = {main = "platform_python_implementation == \"PyPy\""}
 
 [[package]]
 name = "pydantic"
@@ -4492,7 +4311,6 @@ version = "2.11.3"
 description = "Data validation using Python type hints"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pydantic-2.11.3-py3-none-any.whl", hash = "sha256:a082753436a07f9ba1289c6ffa01cd93db3548776088aa917cc43b63f68fa60f"},
     {file = "pydantic-2.11.3.tar.gz", hash = "sha256:7471657138c16adad9322fe3070c0116dd6c3ad8d649300e3cbdfe91f4db4ec3"},
@@ -4506,7 +4324,7 @@ typing-inspection = ">=0.4.0"
 
 [package.extras]
 email = ["email-validator (>=2.0.0)"]
-timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
+timezone = ["tzdata"]
 
 [[package]]
 name = "pydantic-core"
@@ -4514,7 +4332,6 @@ version = "2.33.1"
 description = "Core functionality for Pydantic validation and serialization"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "pydantic_core-2.33.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:3077cfdb6125cc8dab61b155fdd714663e401f0e6883f9632118ec12cf42df26"},
     {file = "pydantic_core-2.33.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8ffab8b2908d152e74862d276cf5017c81a2f3719f14e8e3e8d6b83fda863927"},
@@ -4626,7 +4443,6 @@ version = "2.8.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "pydantic_settings-2.8.1-py3-none-any.whl", hash = "sha256:81942d5ac3d905f7f3ee1a70df5dfb62d5569c12f51a5a647defc1c3d9ee2e9c"},
     {file = "pydantic_settings-2.8.1.tar.gz", hash = "sha256:d5c663dfbe9db9d5e1c646b2e161da12f0d734d422ee56f567d0ea2cee4e8585"},
@@ -4647,7 +4463,6 @@ version = "2.19.1"
 description = "Pygments is a syntax highlighting package written in Python."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c"},
     {file = "pygments-2.19.1.tar.gz", hash = "sha256:61c16d2a8576dc0649d9f39e089b5f02bcd27fba10d8fb4dcc28173f7a45151f"},
@@ -4656,13 +4471,29 @@ files = [
 [package.extras]
 windows-terminal = ["colorama (>=0.4.6)"]
 
+[[package]]
+name = "pymupdf"
+version = "1.25.5"
+description = "A high performance Python library for data extraction, analysis, conversion & manipulation of PDF (and other) documents."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pymupdf-1.25.5-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:cde4e1c9cfb09c0e1e9c2b7f4b787dd6bb34a32cfe141a4675e24af7c0c25dd3"},
+    {file = "pymupdf-1.25.5-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:5a35e2725fae0ab57f058dff77615c15eb5961eac50ba04f41ebc792cd8facad"},
+    {file = "pymupdf-1.25.5-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d94b800e9501929c42283d39bc241001dd87fdeea297b5cb40d5b5714534452f"},
+    {file = "pymupdf-1.25.5-cp39-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ee22155d3a634642d76553204867d862ae1bdd9f7cf70c0797d8127ebee6bed5"},
+    {file = "pymupdf-1.25.5-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6ed7fc25271004d6d3279c20a80cb2bb4cda3efa9f9088dcc07cd790eca0bc63"},
+    {file = "pymupdf-1.25.5-cp39-abi3-win32.whl", hash = "sha256:65e18ddb37fe8ec4edcdbebe9be3a8486b6a2f42609d0a142677e42f3a0614f8"},
+    {file = "pymupdf-1.25.5-cp39-abi3-win_amd64.whl", hash = "sha256:7f44bc3d03ea45b2f68c96464f96105e8c7908896f2fb5e8c04f1fb8dae7981e"},
+    {file = "pymupdf-1.25.5.tar.gz", hash = "sha256:5f96311cacd13254c905f6654a004a0a2025b71cabc04fda667f5472f72c15a0"},
+]
+
 [[package]]
 name = "pypika"
 version = "0.48.9"
 description = "A SQL query builder API for Python"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "PyPika-0.48.9.tar.gz", hash = "sha256:838836a61747e7c8380cd1b7ff638694b7a7335345d0f559b04b2cd832ad5378"},
 ]
@@ -4673,7 +4504,6 @@ version = "1.2.0"
 description = "Wrappers to call pyproject.toml-based build backend hooks."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "pyproject_hooks-1.2.0-py3-none-any.whl", hash = "sha256:9e5c6bfa8dcc30091c74b0cf803c81fdd29d94f01992a7707bc97babb1141913"},
     {file = "pyproject_hooks-1.2.0.tar.gz", hash = "sha256:1e859bd5c40fae9448642dd871adf459e5e2084186e8d2c2a79a824c970da1f8"},
@@ -4685,8 +4515,6 @@ version = "3.5.4"
 description = "A python implementation of GNU readline."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
-markers = "sys_platform == \"win32\""
 files = [
     {file = "pyreadline3-3.5.4-py3-none-any.whl", hash = "sha256:eaf8e6cc3c49bcccf145fc6067ba8643d1df34d604a1ec0eccbf7a18e6d3fae6"},
     {file = "pyreadline3-3.5.4.tar.gz", hash = "sha256:8d57d53039a1c75adba8e50dd3d992b28143480816187ea5efbd5c78e6c885b7"},
@@ -4701,7 +4529,6 @@ version = "8.3.5"
 description = "pytest: simple powerful testing with Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
 files = [
     {file = "pytest-8.3.5-py3-none-any.whl", hash = "sha256:c69214aa47deac29fad6c2a4f590b9c4a9fdb16a403176fe154b79c0b4d4d820"},
     {file = "pytest-8.3.5.tar.gz", hash = "sha256:f4efe70cc14e511565ac476b57c279e12a855b11f48f212af1080ef2263d3845"},
@@ -4722,7 +4549,6 @@ version = "6.1.1"
 description = "Pytest plugin for measuring coverage."
 optional = false
 python-versions = ">=3.9"
-groups = ["test"]
 files = [
     {file = "pytest_cov-6.1.1-py3-none-any.whl", hash = "sha256:bddf29ed2d0ab6f4df17b4c55b0a657287db8684af9c42ea546b21b1041b3dde"},
     {file = "pytest_cov-6.1.1.tar.gz", hash = "sha256:46935f7aaefba760e716c2ebfbe1c216240b9592966e7da99ea8292d4d3e2a0a"},
@@ -4741,7 +4567,6 @@ version = "3.14.0"
 description = "Thin-wrapper around the mock package for easier use with pytest"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "test"]
 files = [
     {file = "pytest-mock-3.14.0.tar.gz", hash = "sha256:2719255a1efeceadbc056d6bf3df3d1c5015530fb40cf347c0f9afac88410bd0"},
     {file = "pytest_mock-3.14.0-py3-none-any.whl", hash = "sha256:0b72c38033392a5f4621342fe11e9219ac11ec9d375f8e2a0c164539e0d70f6f"},
@@ -4759,7 +4584,6 @@ version = "2.9.0.post0"
 description = "Extensions to the standard Python datetime module"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "dev"]
 files = [
     {file = "python-dateutil-2.9.0.post0.tar.gz", hash = "sha256:37dd54208da7e1cd875388217d5e00ebd4179249f90fb72437e91a35459a0ad3"},
     {file = "python_dateutil-2.9.0.post0-py2.py3-none-any.whl", hash = "sha256:a8b2bc7bffae282281c8140a97d3aa9c14da0b136dfe83f850eea9a5f7470427"},
@@ -4774,7 +4598,6 @@ version = "1.1.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "python_dotenv-1.1.0-py3-none-any.whl", hash = "sha256:d7c01d9e2293916c18baf562d95698754b0dbbb5e74d457c45d4f6561fb9d55d"},
     {file = "python_dotenv-1.1.0.tar.gz", hash = "sha256:41f90bc6f5f177fb41f53e87666db362025010eb28f60a01c9143bfa33a2b2d5"},
@@ -4789,14 +4612,13 @@ version = "3.3.0"
 description = "JSON Log Formatter for the Python Logging Package"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "python_json_logger-3.3.0-py3-none-any.whl", hash = "sha256:dd980fae8cffb24c13caf6e158d3d61c0d6d22342f932cb6e9deedab3d35eec7"},
     {file = "python_json_logger-3.3.0.tar.gz", hash = "sha256:12b7e74b17775e7d565129296105bbe3910842d9d0eb083fc83a6a617aa8df84"},
 ]
 
 [package.extras]
-dev = ["backports.zoneinfo ; python_version < \"3.9\"", "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 ; implementation_name != \"pypy\"", "mypy", "orjson ; implementation_name != \"pypy\"", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
+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", "mypy", "orjson", "pylint", "pytest", "tzdata", "validate-pyproject[all]"]
 
 [[package]]
 name = "pytz"
@@ -4804,7 +4626,6 @@ version = "2025.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "pytz-2025.2-py2.py3-none-any.whl", hash = "sha256:5ddf76296dd8c44c26eb8f4b6f35488f3ccbf6fbbd7adee0b7262d43f0ec2f00"},
     {file = "pytz-2025.2.tar.gz", hash = "sha256:360b9e3dbb49a209c21ad61809c7fb453643e048b38924c765813546746e81c3"},
@@ -4816,8 +4637,6 @@ version = "310"
 description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
-groups = ["dev"]
-markers = "sys_platform == \"win32\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "pywin32-310-cp310-cp310-win32.whl", hash = "sha256:6dd97011efc8bf51d6793a82292419eba2c71cf8e7250cfac03bba284454abc1"},
     {file = "pywin32-310-cp310-cp310-win_amd64.whl", hash = "sha256:c3e78706e4229b915a0821941a84e7ef420bf2b77e08c9dae3c76fd03fd2ae3d"},
@@ -4843,8 +4662,6 @@ version = "2.0.15"
 description = "Pseudo terminal support for Windows from Python."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
-markers = "os_name == \"nt\""
 files = [
     {file = "pywinpty-2.0.15-cp310-cp310-win_amd64.whl", hash = "sha256:8e7f5de756a615a38b96cd86fa3cd65f901ce54ce147a3179c45907fa11b4c4e"},
     {file = "pywinpty-2.0.15-cp311-cp311-win_amd64.whl", hash = "sha256:9a6bcec2df2707aaa9d08b86071970ee32c5026e10bcc3cc5f6f391d85baf7ca"},
@@ -4861,7 +4678,6 @@ version = "1.0.10"
 description = "Excel 2007-2010 Binary Workbook (xlsb) parser"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "pyxlsb-1.0.10-py2.py3-none-any.whl", hash = "sha256:87c122a9a622e35ca5e741d2e541201d28af00fb46bec492cfa9586890b120b4"},
     {file = "pyxlsb-1.0.10.tar.gz", hash = "sha256:8062d1ea8626d3f1980e8b1cfe91a4483747449242ecb61013bc2df85435f685"},
@@ -4873,7 +4689,6 @@ version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:0a9a2848a5b7feac301353437eb7d5957887edbf81d56e903999a75a3d743086"},
     {file = "PyYAML-6.0.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:29717114e51c84ddfba879543fb232a6ed60086602313ca38cce623c1d62cfbf"},
@@ -4936,7 +4751,6 @@ version = "26.4.0"
 description = "Python bindings for 0MQ"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "pyzmq-26.4.0-cp310-cp310-macosx_10_15_universal2.whl", hash = "sha256:0329bdf83e170ac133f44a233fc651f6ed66ef8e66693b5af7d54f45d1ef5918"},
     {file = "pyzmq-26.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:398a825d2dea96227cf6460ce0a174cf7657d6f6827807d4d1ae9d0f9ae64315"},
@@ -5042,7 +4856,6 @@ version = "0.2.2"
 description = "Various BM25 algorithms for document ranking"
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "rank_bm25-0.2.2-py3-none-any.whl", hash = "sha256:7bd4a95571adadfc271746fa146a4bcfd89c0cf731e49c3d1ad863290adbe8ae"},
     {file = "rank_bm25-0.2.2.tar.gz", hash = "sha256:096ccef76f8188563419aaf384a02f0ea459503fdf77901378d4fd9d87e5e51d"},
@@ -5060,7 +4873,6 @@ version = "3.13.0"
 description = "rapid fuzzy string matching"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "rapidfuzz-3.13.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:aafc42a1dc5e1beeba52cd83baa41372228d6d8266f6d803c16dbabbcc156255"},
     {file = "rapidfuzz-3.13.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:85c9a131a44a95f9cac2eb6e65531db014e09d89c4f18c7b1fa54979cb9ff1f3"},
@@ -5167,7 +4979,6 @@ version = "0.36.2"
 description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
     {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
@@ -5184,7 +4995,6 @@ version = "2024.11.6"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ff590880083d60acc0433f9c3f713c51f7ac6ebb9adf889c79a261ecf541aa91"},
     {file = "regex-2024.11.6-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:658f90550f38270639e83ce492f27d2c8d2cd63805c65a13a14d36ca126753f0"},
@@ -5288,7 +5098,6 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -5310,7 +5119,6 @@ version = "2.0.0"
 description = "OAuthlib authentication support for Requests."
 optional = false
 python-versions = ">=3.4"
-groups = ["main"]
 files = [
     {file = "requests-oauthlib-2.0.0.tar.gz", hash = "sha256:b3dffaebd884d8cd778494369603a9e7b58d29111bf6b41bdc2dcd87203af4e9"},
     {file = "requests_oauthlib-2.0.0-py2.py3-none-any.whl", hash = "sha256:7dd8a5c40426b779b0868c404bdef9768deccf22749cde15852df527e6269b36"},
@@ -5329,7 +5137,6 @@ version = "1.0.0"
 description = "A utility belt for advanced users of python-requests"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*"
-groups = ["main"]
 files = [
     {file = "requests-toolbelt-1.0.0.tar.gz", hash = "sha256:7681a0a3d047012b5bdc0ee37d7f8f07ebe76ab08caeccfc3921ce23c88d5bc6"},
     {file = "requests_toolbelt-1.0.0-py2.py3-none-any.whl", hash = "sha256:cccfdd665f0a24fcf4726e690f65639d272bb0637b9b92dfd91a5568ccf6bd06"},
@@ -5344,7 +5151,6 @@ version = "0.1.4"
 description = "A pure python RFC3339 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["dev"]
 files = [
     {file = "rfc3339_validator-0.1.4-py2.py3-none-any.whl", hash = "sha256:24f6ec1eda14ef823da9e36ec7113124b39c04d50a4d3d3a3c2859577e7791fa"},
     {file = "rfc3339_validator-0.1.4.tar.gz", hash = "sha256:138a2abdf93304ad60530167e51d2dfb9549521a836871b88d7f4695d0022f6b"},
@@ -5359,7 +5165,6 @@ version = "0.1.1"
 description = "Pure python rfc3986 validator"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
-groups = ["dev"]
 files = [
     {file = "rfc3986_validator-0.1.1-py2.py3-none-any.whl", hash = "sha256:2f235c432ef459970b4306369336b9d5dbdda31b510ca1e327636e01f528bfa9"},
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
@@ -5371,7 +5176,6 @@ version = "14.0.0"
 description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
 files = [
     {file = "rich-14.0.0-py3-none-any.whl", hash = "sha256:1c9491e1951aac09caffd42f448ee3d04e58923ffe14993f6e83068dc395d7e0"},
     {file = "rich-14.0.0.tar.gz", hash = "sha256:82f1bc23a6a21ebca4ae0c45af9bdbc492ed20231dcb63f297d6d1021a9d5725"},
@@ -5390,7 +5194,6 @@ version = "0.24.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "rpds_py-0.24.0-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:006f4342fe729a368c6df36578d7a348c7c716be1da0a1a0f86e3021f8e98724"},
     {file = "rpds_py-0.24.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2d53747da70a4e4b17f559569d5f9506420966083a31c5fbd84e764461c4444b"},
@@ -5514,7 +5317,6 @@ version = "4.9"
 description = "Pure-Python RSA implementation"
 optional = false
 python-versions = ">=3.6,<4"
-groups = ["main"]
 files = [
     {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
     {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
@@ -5529,7 +5331,6 @@ version = "0.11.4"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "s3transfer-0.11.4-py3-none-any.whl", hash = "sha256:ac265fa68318763a03bf2dc4f39d5cbd6a9e178d81cc9483ad27da33637e320d"},
     {file = "s3transfer-0.11.4.tar.gz", hash = "sha256:559f161658e1cf0a911f45940552c696735f5c74e64362e515f333ebed87d679"},
@@ -5547,7 +5348,6 @@ version = "0.5.3"
 description = ""
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "safetensors-0.5.3-cp38-abi3-macosx_10_12_x86_64.whl", hash = "sha256:bd20eb133db8ed15b40110b7c00c6df51655a2998132193de2f75f72d99c7073"},
     {file = "safetensors-0.5.3-cp38-abi3-macosx_11_0_arm64.whl", hash = "sha256:21d01c14ff6c415c485616b8b0bf961c46b3b343ca59110d38d744e577f9cce7"},
@@ -5585,7 +5385,6 @@ version = "1.6.1"
 description = "A set of python modules for machine learning and data mining"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:d056391530ccd1e501056160e3c9673b4da4805eb67eb2bdf4e983e1f9c9204e"},
     {file = "scikit_learn-1.6.1-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:0c8d036eb937dbb568c6242fa598d551d88fb4399c0344d95c001980ec1c7d36"},
@@ -5640,7 +5439,6 @@ version = "1.15.2"
 description = "Fundamental algorithms for scientific computing in Python"
 optional = false
 python-versions = ">=3.10"
-groups = ["main"]
 files = [
     {file = "scipy-1.15.2-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:a2ec871edaa863e8213ea5df811cd600734f6400b4af272e1c011e69401218e9"},
     {file = "scipy-1.15.2-cp310-cp310-macosx_12_0_arm64.whl", hash = "sha256:6f223753c6ea76983af380787611ae1291e3ceb23917393079dcc746ba60cfb5"},
@@ -5696,7 +5494,7 @@ numpy = ">=1.23.5,<2.5"
 [package.extras]
 dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
 doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.16.5)", "jupytext", "matplotlib (>=3.5)", "myst-nb", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.0.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
-test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
+test = ["Cython", "array-api-strict (>=2.0,<2.1.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja", "pooch", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
 
 [[package]]
 name = "send2trash"
@@ -5704,16 +5502,15 @@ version = "1.8.3"
 description = "Send file to trash natively under Mac OS X, Windows and Linux"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,>=2.7"
-groups = ["dev"]
 files = [
     {file = "Send2Trash-1.8.3-py3-none-any.whl", hash = "sha256:0c31227e0bd08961c7665474a3d1ef7193929fedda4233843689baa056be46c9"},
     {file = "Send2Trash-1.8.3.tar.gz", hash = "sha256:b18e7a3966d99871aefeb00cfbcfdced55ce4871194810fc71f4aa484b953abf"},
 ]
 
 [package.extras]
-nativelib = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\"", "pywin32 ; sys_platform == \"win32\""]
-objc = ["pyobjc-framework-Cocoa ; sys_platform == \"darwin\""]
-win32 = ["pywin32 ; sys_platform == \"win32\""]
+nativelib = ["pyobjc-framework-Cocoa", "pywin32"]
+objc = ["pyobjc-framework-Cocoa"]
+win32 = ["pywin32"]
 
 [[package]]
 name = "sentence-transformers"
@@ -5721,7 +5518,6 @@ version = "3.4.1"
 description = "State-of-the-Art Text Embeddings"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "sentence_transformers-3.4.1-py3-none-any.whl", hash = "sha256:e026dc6d56801fd83f74ad29a30263f401b4b522165c19386d8bc10dcca805da"},
     {file = "sentence_transformers-3.4.1.tar.gz", hash = "sha256:68daa57504ff548340e54ff117bd86c1d2f784b21e0fb2689cf3272b8937b24b"},
@@ -5749,20 +5545,19 @@ version = "78.1.0"
 description = "Easily download, build, install, upgrade, and uninstall Python packages"
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
     {file = "setuptools-78.1.0-py3-none-any.whl", hash = "sha256:3e386e96793c8702ae83d17b853fb93d3e09ef82ec62722e61da5cd22376dcd8"},
     {file = "setuptools-78.1.0.tar.gz", hash = "sha256:18fd474d4a82a5f83dac888df697af65afa82dec7323d09c3e37d1f14288da54"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\"", "ruff (>=0.8.0) ; sys_platform != \"cygwin\""]
-core = ["importlib_metadata (>=6) ; python_version < \"3.10\"", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1) ; python_version < \"3.11\"", "wheel (>=0.43.0)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)", "ruff (>=0.8.0)"]
+core = ["importlib_metadata (>=6)", "jaraco.functools (>=4)", "jaraco.text (>=3.7)", "more_itertools", "more_itertools (>=8.8)", "packaging (>=24.2)", "platformdirs (>=4.2.2)", "tomli (>=2.0.1)", "wheel (>=0.43.0)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments-github-lexers (==0.0.5)", "pyproject-hooks (!=1.1)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-favicon", "sphinx-inline-tabs", "sphinx-lint", "sphinx-notfound-page (>=1,<2)", "sphinx-reredirects", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21) ; python_version >= \"3.9\" and sys_platform != \"cygwin\"", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf ; sys_platform != \"cygwin\"", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
-type = ["importlib_metadata (>=7.0.2) ; python_version < \"3.10\"", "jaraco.develop (>=7.21) ; sys_platform != \"cygwin\"", "mypy (==1.14.*)", "pytest-mypy"]
+test = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "ini2toml[lite] (>=0.14)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.7.2)", "jaraco.test (>=5.5)", "packaging (>=24.2)", "pip (>=19.1)", "pyproject-hooks (!=1.1)", "pytest (>=6,!=8.1.*)", "pytest-home (>=0.5)", "pytest-perf", "pytest-subprocess", "pytest-timeout", "pytest-xdist (>=3)", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel (>=0.44.0)"]
+type = ["importlib_metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.14.*)", "pytest-mypy"]
 
 [[package]]
 name = "shellingham"
@@ -5770,7 +5565,6 @@ version = "1.5.4"
 description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686"},
     {file = "shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de"},
@@ -5782,7 +5576,6 @@ version = "1.17.0"
 description = "Python 2 and 3 compatibility utilities"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
-groups = ["main", "dev"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -5794,7 +5587,6 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
-groups = ["main", "dev"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -5806,7 +5598,6 @@ version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -5818,7 +5609,6 @@ version = "2.0.40"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "SQLAlchemy-2.0.40-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:ae9597cab738e7cc823f04a704fb754a9249f0b6695a6aeb63b74055cd417a96"},
     {file = "SQLAlchemy-2.0.40-cp37-cp37m-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:37a5c21ab099a83d669ebb251fddf8f5cee4d75ea40a5a1653d9c43d60e20867"},
@@ -5914,7 +5704,6 @@ version = "0.6.3"
 description = "Extract data from python stack frames and tracebacks for informative displays"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695"},
     {file = "stack_data-0.6.3.tar.gz", hash = "sha256:836a778de4fec4dcd1dcd89ed8abff8a221f58308462e1c4aa2a3cf30148f0b9"},
@@ -5934,7 +5723,6 @@ version = "0.46.1"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "starlette-0.46.1-py3-none-any.whl", hash = "sha256:77c74ed9d2720138b25875133f3a2dae6d854af2ec37dceb56aef370c1d8a227"},
     {file = "starlette-0.46.1.tar.gz", hash = "sha256:3c88d58ee4bd1bb807c0d1acb381838afc7752f9ddaec81bbe4383611d833230"},
@@ -5952,7 +5740,6 @@ version = "1.13.1"
 description = "Computer algebra system (CAS) in Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "sympy-1.13.1-py3-none-any.whl", hash = "sha256:db36cdc64bf61b9b24578b6f7bab1ecdd2452cf008f34faa33776680c26d66f8"},
     {file = "sympy-1.13.1.tar.gz", hash = "sha256:9cebf7e04ff162015ce31c9c6c9144daa34a93bd082f54fd8f12deca4f47515f"},
@@ -5970,7 +5757,6 @@ version = "9.1.2"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "tenacity-9.1.2-py3-none-any.whl", hash = "sha256:f77bf36710d8b73a50b2dd155c97b870017ad21afe6ab300326b0371b3b05138"},
     {file = "tenacity-9.1.2.tar.gz", hash = "sha256:1169d376c297e7de388d18b4481760d478b0e99a777cad3a9c86e556f4b697cb"},
@@ -5986,7 +5772,6 @@ version = "0.18.1"
 description = "Tornado websocket backend for the Xterm.js Javascript terminal emulator library."
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "terminado-0.18.1-py3-none-any.whl", hash = "sha256:a4468e1b37bb318f8a86514f65814e1afc977cf29b3992a4500d9dd305dcceb0"},
     {file = "terminado-0.18.1.tar.gz", hash = "sha256:de09f2c4b85de4765f7714688fff57d3e75bad1f909b589fde880460c753fd2e"},
@@ -6008,7 +5793,6 @@ version = "3.6.0"
 description = "threadpoolctl"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb"},
     {file = "threadpoolctl-3.6.0.tar.gz", hash = "sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e"},
@@ -6020,7 +5804,6 @@ version = "1.4.0"
 description = "A tiny CSS parser"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "tinycss2-1.4.0-py3-none-any.whl", hash = "sha256:3a49cf47b7675da0b15d0c6e1df8df4ebd96e9394bb905a5775adb0d884c5289"},
     {file = "tinycss2-1.4.0.tar.gz", hash = "sha256:10c0972f6fc0fbee87c3edb76549357415e94548c1ae10ebccdea16fb404a9b7"},
@@ -6039,7 +5822,6 @@ version = "0.21.1"
 description = ""
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "tokenizers-0.21.1-cp39-abi3-macosx_10_12_x86_64.whl", hash = "sha256:e78e413e9e668ad790a29456e677d9d3aa50a9ad311a40905d6861ba7692cf41"},
     {file = "tokenizers-0.21.1-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:cd51cd0a91ecc801633829fcd1fda9cf8682ed3477c6243b9a095539de4aecf3"},
@@ -6072,7 +5854,6 @@ version = "2.6.0"
 description = "Tensors and Dynamic neural networks in Python with strong GPU acceleration"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["main"]
 files = [
     {file = "torch-2.6.0-cp310-cp310-manylinux1_x86_64.whl", hash = "sha256:6860df13d9911ac158f4c44031609700e1eba07916fff62e21e6ffa0a9e01961"},
     {file = "torch-2.6.0-cp310-cp310-manylinux_2_28_aarch64.whl", hash = "sha256:c4f103a49830ce4c7561ef4434cc7926e5a5fe4e5eb100c19ab36ea1e2b634ab"},
@@ -6129,7 +5910,6 @@ 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"
-groups = ["dev"]
 files = [
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e828cce1123e9e44ae2a50a9de3055497ab1d0aeb440c5ac23064d9e44880da1"},
     {file = "tornado-6.4.2-cp38-abi3-macosx_10_9_x86_64.whl", hash = "sha256:072ce12ada169c5b00b7d92a99ba089447ccc993ea2143c9ede887e0937aa803"},
@@ -6150,7 +5930,6 @@ version = "4.67.1"
 description = "Fast, Extensible Progress Meter"
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
     {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
@@ -6172,7 +5951,6 @@ version = "5.14.3"
 description = "Traitlets Python configuration system"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "traitlets-5.14.3-py3-none-any.whl", hash = "sha256:b74e89e397b1ed28cc831db7aea759ba6640cb3de13090ca145426688ff1ac4f"},
     {file = "traitlets-5.14.3.tar.gz", hash = "sha256:9ed0579d3502c94b4b3732ac120375cda96f923114522847de4b3bb98b96b6b7"},
@@ -6188,7 +5966,6 @@ version = "4.51.1"
 description = "State-of-the-art Machine Learning for JAX, PyTorch and TensorFlow"
 optional = false
 python-versions = ">=3.9.0"
-groups = ["main"]
 files = [
     {file = "transformers-4.51.1-py3-none-any.whl", hash = "sha256:c7038e216afb2a3e9b00dd12d87ad5e3af4c30895f70b28e92f65459eded0161"},
     {file = "transformers-4.51.1.tar.gz", hash = "sha256:206ea0b75dfde142ed7495b911da76579dce6ea249cc3695fdd29a544a9e007b"},
@@ -6261,8 +6038,6 @@ version = "3.2.0"
 description = "A language and compiler for custom Deep Learning operations"
 optional = false
 python-versions = "*"
-groups = ["main"]
-markers = "platform_system == \"Linux\" and platform_machine == \"x86_64\""
 files = [
     {file = "triton-3.2.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:b3e54983cd51875855da7c68ec05c05cf8bb08df361b1d5b69e05e40b0c9bd62"},
     {file = "triton-3.2.0-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:8009a1fb093ee8546495e96731336a33fb8856a38e45bb4ab6affd6dbc3ba220"},
@@ -6282,7 +6057,6 @@ version = "0.15.2"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
 python-versions = ">=3.7"
-groups = ["main"]
 files = [
     {file = "typer-0.15.2-py3-none-any.whl", hash = "sha256:46a499c6107d645a9c13f7ee46c5d5096cae6f5fc57dd11eccbbb9ae3e44ddfc"},
     {file = "typer-0.15.2.tar.gz", hash = "sha256:ab2fab47533a813c49fe1f16b1a370fd5819099c00b119e0633df65f22144ba5"},
@@ -6300,7 +6074,6 @@ version = "2.9.0.20241206"
 description = "Typing stubs for python-dateutil"
 optional = false
 python-versions = ">=3.8"
-groups = ["dev"]
 files = [
     {file = "types_python_dateutil-2.9.0.20241206-py3-none-any.whl", hash = "sha256:e248a4bc70a486d3e3ec84d0dc30eec3a5f979d6e7ee4123ae043eedbb987f53"},
     {file = "types_python_dateutil-2.9.0.20241206.tar.gz", hash = "sha256:18f493414c26ffba692a72369fea7a154c502646301ebfe3d56a04b3767284cb"},
@@ -6312,7 +6085,6 @@ version = "2.32.0.20250328"
 description = "Typing stubs for requests"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "types_requests-2.32.0.20250328-py3-none-any.whl", hash = "sha256:72ff80f84b15eb3aa7a8e2625fffb6a93f2ad5a0c20215fc1dcfa61117bcb2a2"},
     {file = "types_requests-2.32.0.20250328.tar.gz", hash = "sha256:c9e67228ea103bd811c96984fac36ed2ae8da87a36a633964a21f199d60baf32"},
@@ -6327,7 +6099,6 @@ version = "4.13.1"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "typing_extensions-4.13.1-py3-none-any.whl", hash = "sha256:4b6cf02909eb5495cfbc3f6e8fd49217e6cc7944e145cdda8caa3734777f9e69"},
     {file = "typing_extensions-4.13.1.tar.gz", hash = "sha256:98795af00fb9640edec5b8e31fc647597b4691f099ad75f469a2616be1a76dff"},
@@ -6339,7 +6110,6 @@ version = "0.9.0"
 description = "Runtime inspection utilities for typing module."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "typing_inspect-0.9.0-py3-none-any.whl", hash = "sha256:9ee6fc59062311ef8547596ab6b955e1b8aa46242d854bfc78f4f6b0eff35f9f"},
     {file = "typing_inspect-0.9.0.tar.gz", hash = "sha256:b23fc42ff6f6ef6954e4852c1fb512cdd18dbea03134f91f856a95ccc9461f78"},
@@ -6355,7 +6125,6 @@ version = "0.4.0"
 description = "Runtime typing introspection tools"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "typing_inspection-0.4.0-py3-none-any.whl", hash = "sha256:50e72559fcd2a6367a19f7a7e610e6afcb9fac940c650290eed893d61386832f"},
     {file = "typing_inspection-0.4.0.tar.gz", hash = "sha256:9765c87de36671694a67904bf2c96e395be9c6439bb6c87b5142569dcdd65122"},
@@ -6370,7 +6139,6 @@ version = "2025.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
-groups = ["main"]
 files = [
     {file = "tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8"},
     {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
@@ -6382,7 +6150,6 @@ version = "1.3.0"
 description = "RFC 6570 URI Template Processor"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "uri-template-1.3.0.tar.gz", hash = "sha256:0e00f8eb65e18c7de20d595a14336e9f337ead580c70934141624b6d1ffdacc7"},
     {file = "uri_template-1.3.0-py3-none-any.whl", hash = "sha256:a44a133ea12d44a0c0f06d7d42a52d71282e77e2f937d8abd5655b8d56fc1363"},
@@ -6397,14 +6164,13 @@ version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
-groups = ["main", "dev"]
 files = [
     {file = "urllib3-2.3.0-py3-none-any.whl", hash = "sha256:1cee9ad369867bfdbbb48b7dd50374c0967a0bb7710050facf0dd6911440e3df"},
     {file = "urllib3-2.3.0.tar.gz", hash = "sha256:f8c5449b3cf0861679ce7e0503c7b44b5ec981bec0d1d3795a07f1ba96f0204d"},
 ]
 
 [package.extras]
-brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
+brotli = ["brotli (>=1.0.9)", "brotlicffi (>=0.8.0)"]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -6415,7 +6181,6 @@ version = "0.34.0"
 description = "The lightning-fast ASGI server."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "uvicorn-0.34.0-py3-none-any.whl", hash = "sha256:023dc038422502fa28a09c7a30bf2b6991512da7dcdb8fd35fe57cfc154126f4"},
     {file = "uvicorn-0.34.0.tar.gz", hash = "sha256:404051050cd7e905de2c9a7e61790943440b3416f49cb409f965d9dcd0fa73e9"},
@@ -6428,12 +6193,12 @@ h11 = ">=0.8"
 httptools = {version = ">=0.6.3", optional = true, markers = "extra == \"standard\""}
 python-dotenv = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 pyyaml = {version = ">=5.1", optional = true, markers = "extra == \"standard\""}
-uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
+uvloop = {version = ">=0.14.0,<0.15.0 || >0.15.0,<0.15.1 || >0.15.1", optional = true, markers = "(sys_platform != \"win32\" and sys_platform != \"cygwin\") and platform_python_implementation != \"PyPy\" and extra == \"standard\""}
 watchfiles = {version = ">=0.13", optional = true, markers = "extra == \"standard\""}
 websockets = {version = ">=10.4", optional = true, markers = "extra == \"standard\""}
 
 [package.extras]
-standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1) ; sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\"", "watchfiles (>=0.13)", "websockets (>=10.4)"]
+standard = ["colorama (>=0.4)", "httptools (>=0.6.3)", "python-dotenv (>=0.13)", "pyyaml (>=5.1)", "uvloop (>=0.14.0,!=0.15.0,!=0.15.1)", "watchfiles (>=0.13)", "websockets (>=10.4)"]
 
 [[package]]
 name = "uvloop"
@@ -6441,8 +6206,6 @@ version = "0.21.0"
 description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
 python-versions = ">=3.8.0"
-groups = ["main"]
-markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\""
 files = [
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec7e6b09a6fdded42403182ab6b832b71f4edaf7f37a9a0e371a01db5f0cb45f"},
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:196274f2adb9689a289ad7d65700d37df0c0930fd8e4e743fa4834e850d7719d"},
@@ -6494,7 +6257,6 @@ version = "1.0.5"
 description = "Simple, modern and high performance file watching and code reload in python."
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "watchfiles-1.0.5-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:5c40fe7dd9e5f81e0847b1ea64e1f5dd79dd61afbedb57759df06767ac719b40"},
     {file = "watchfiles-1.0.5-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:8c0db396e6003d99bb2d7232c957b5f0b5634bbd1b24e381a5afcc880f7373fb"},
@@ -6578,7 +6340,6 @@ version = "0.2.13"
 description = "Measures the displayed width of unicode strings in a terminal"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "wcwidth-0.2.13-py2.py3-none-any.whl", hash = "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859"},
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
@@ -6590,7 +6351,6 @@ version = "24.11.1"
 description = "A library for working with the color formats defined by HTML and CSS."
 optional = false
 python-versions = ">=3.9"
-groups = ["dev"]
 files = [
     {file = "webcolors-24.11.1-py3-none-any.whl", hash = "sha256:515291393b4cdf0eb19c155749a096f779f7d909f7cceea072791cb9095b92e9"},
     {file = "webcolors-24.11.1.tar.gz", hash = "sha256:ecb3d768f32202af770477b8b65f318fa4f566c22948673a977b00d589dd80f6"},
@@ -6602,7 +6362,6 @@ version = "0.5.1"
 description = "Character encoding aliases for legacy web content"
 optional = false
 python-versions = "*"
-groups = ["dev"]
 files = [
     {file = "webencodings-0.5.1-py2.py3-none-any.whl", hash = "sha256:a0af1213f3c2226497a97e2b3aa01a7e4bee4f403f95be16fc9acd2947514a78"},
     {file = "webencodings-0.5.1.tar.gz", hash = "sha256:b36a1c245f2d304965eb4e0a82848379241dc04b865afcc4aab16748587e1923"},
@@ -6614,7 +6373,6 @@ version = "1.8.0"
 description = "WebSocket client for Python with low level API options"
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev"]
 files = [
     {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
     {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
@@ -6631,7 +6389,6 @@ version = "15.0.1"
 description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d63efaa0cd96cf0c5fe4d581521d9fa87744540d4bc999ae6e08595a1014b45b"},
     {file = "websockets-15.0.1-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:ac60e3b188ec7574cb761b08d50fcedf9d77f1530352db4eef1707fe9dee7205"},
@@ -6710,7 +6467,6 @@ version = "4.0.13"
 description = "Jupyter interactive widgets for Jupyter Notebook"
 optional = false
 python-versions = ">=3.7"
-groups = ["dev"]
 files = [
     {file = "widgetsnbextension-4.0.13-py3-none-any.whl", hash = "sha256:74b2692e8500525cc38c2b877236ba51d34541e6385eeed5aec15a70f88a6c71"},
     {file = "widgetsnbextension-4.0.13.tar.gz", hash = "sha256:ffcb67bc9febd10234a362795f643927f4e0c05d9342c727b65d2384f8feacb6"},
@@ -6722,7 +6478,6 @@ version = "1.1"
 description = "Convert number words eg. three hundred and forty two to numbers (342)."
 optional = false
 python-versions = "*"
-groups = ["main"]
 files = [
     {file = "word2number-1.1.zip", hash = "sha256:70e27a5d387f67b04c71fbb7621c05930b19bfd26efd6851e6e0f9969dcde7d0"},
 ]
@@ -6733,7 +6488,6 @@ version = "1.17.2"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3d57c572081fed831ad2d26fd430d565b76aa277ed1d30ff4d40670b1c0dd984"},
     {file = "wrapt-1.17.2-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b5e251054542ae57ac7f3fba5d10bfff615b6c2fb09abeb37d2f1463f841ae22"},
@@ -6822,7 +6576,6 @@ version = "1.19.0"
 description = "Yet another URL library"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "yarl-1.19.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:0bae32f8ebd35c04d6528cedb4a26b8bf25339d3616b04613b97347f919b76d3"},
     {file = "yarl-1.19.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:8015a076daf77823e7ebdcba474156587391dab4e70c732822960368c01251e6"},
@@ -6924,18 +6677,17 @@ version = "3.21.0"
 description = "Backport of pathlib-compatible object wrapper for zip files"
 optional = false
 python-versions = ">=3.9"
-groups = ["main"]
 files = [
     {file = "zipp-3.21.0-py3-none-any.whl", hash = "sha256:ac1bbe05fd2991f160ebce24ffbac5f6d11d83dc90891255885223d42b3cd931"},
     {file = "zipp-3.21.0.tar.gz", hash = "sha256:2c9958f6430a2040341a52eb608ed6dd93ef4392e02ffe219417c1b28b5dd1f4"},
 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
 enabler = ["pytest-enabler (>=2.2)"]
-test = ["big-O", "importlib-resources ; python_version < \"3.9\"", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
+test = ["big-O", "importlib-resources", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -6944,7 +6696,6 @@ version = "0.23.0"
 description = "Zstandard bindings for Python"
 optional = false
 python-versions = ">=3.8"
-groups = ["main"]
 files = [
     {file = "zstandard-0.23.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:bf0a05b6059c0528477fba9054d09179beb63744355cab9f38059548fedd46a9"},
     {file = "zstandard-0.23.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:fc9ca1c9718cb3b06634c7c8dec57d24e9438b2aa9a0f02b8bb36bf478538880"},
@@ -7052,6 +6803,6 @@ cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\
 cffi = ["cffi (>=1.11)"]
 
 [metadata]
-lock-version = "2.1"
+lock-version = "2.0"
 python-versions = "^3.12"
-content-hash = "15c3df839b1215946e8c25d276c6bfdb7c49f9e50bd1bd8707679c5a95aa2ac9"
+content-hash = "8d7212070e6a14f472e3fb95bac71fc6380405a383d8f8d9602109c67b4d3705"
diff --git a/fieldExtraction/pyproject.toml b/fieldExtraction/pyproject.toml
index 144e303..6666d9d 100644
--- a/fieldExtraction/pyproject.toml
+++ b/fieldExtraction/pyproject.toml
@@ -29,6 +29,8 @@ sentence-transformers = "^3.4.1"
 faiss-cpu = "^1.10.0"
 word2number = "^1.1"
 orjson = "^3.10.16"
+pymupdf = "^1.25.5"
+pillow = "^11.2.1"
 
 [tool.poetry.group.dev.dependencies]
 black = "^24.10.0"
diff --git a/fieldExtraction/src/config.py b/fieldExtraction/src/config.py
index d3e122d..68e7a80 100644
--- a/fieldExtraction/src/config.py
+++ b/fieldExtraction/src/config.py
@@ -233,13 +233,13 @@ if WRITE_TO_S3:
 MODEL_ID_CLAUDE3_HAIKU = "anthropic.claude-3-haiku-20240307-v1:0"
 MODEL_ID_CLAUDE35_SONNET = "anthropic.claude-3-5-sonnet-20240620-v1:0"
 MODEL_ID_CLAUDE2 = "anthropic.claude-instant-v1"
+MODEL_ID_CLAUDE35_SONNET_V2 = "anthropic.claude-3-5-sonnet-20241022-v2:0"
+MODEL_ID_CLAUDE37_SONNET = "anthropic.claude-3-7-sonnet-20250219-v1:0"
 
 ######################################## CLAUDE AND PROMPT TRACKING ########################################
-
 ENABLE_ANSWER_TRACKING = False
 ANSWER_TRACKING_DICT = {}
 
-
 ######################################## POSTPROCESSING SETTINGS ########################################
 FUZZY_MATCH_THRESHOLD = 0.8
 FILE_NAME_COLUMN = 'Contract Name'
@@ -303,3 +303,10 @@ dev_role_name = "doczy-dev-bedrock-lambda-role"
 
 prod_account_id = "211125720533"
 prod_role_name = "doczy-prod-bedrock-lambda-role"
+
+############## S3 BUCKETS FOR PDF FILES ############## 
+DOCZY_PDF_FILES_BUCKET_NAME = "doczy-pdf-files" # sample bucket name added. we can either use this or create a new one
+DOCZY_PDF_FILES_BUCKET_S3_URL = f"https://{DOCZY_PDF_FILES_BUCKET_NAME}.s3.us-east-2.amazonaws.com/" # sample s3 url added. we can either use this or create a new one
+
+############## VISION API SETTINGS ##############
+ENABLE_VISION = get_arg_value("enable_vision", "False") == "True" # False by default
\ No newline at end of file
diff --git a/fieldExtraction/src/investment/file_processing.py b/fieldExtraction/src/investment/file_processing.py
index 2359966..c0d1b15 100644
--- a/fieldExtraction/src/investment/file_processing.py
+++ b/fieldExtraction/src/investment/file_processing.py
@@ -103,7 +103,7 @@ def run_one_to_one_prompts(filename, contract_text, text_dict, top_sheet_dict, d
     
     ################## RUN SMART CHUNKED PROMPTS ##################
     smart_chunked_answers_dict = one_to_one_funcs.run_smart_chunked_fields(
-        one_to_one_fields, contract_text, filename
+        one_to_one_fields, contract_text, filename,text_dict
     )
 
     ################## RUN FULL CONTEXT PROMPTS ##################
diff --git a/fieldExtraction/src/investment/one_to_one_funcs.py b/fieldExtraction/src/investment/one_to_one_funcs.py
index 9c8a16f..c8b44d6 100644
--- a/fieldExtraction/src/investment/one_to_one_funcs.py
+++ b/fieldExtraction/src/investment/one_to_one_funcs.py
@@ -1,5 +1,5 @@
 from rapidfuzz import fuzz
-
+import os
 import src.prompts.investment_prompts as prompts
 import src.utils.llm_utils as llm_utils
 import src.utils.string_utils as string_utils
@@ -13,6 +13,9 @@ from src.investment.tin_npi_funcs import (clean_provider_info,
                                           get_provider_info,
                                           identify_group_provider)
 from src.prompts.investment_prompts import Field, FieldSet
+from src.investment import investment_postprocessing_funcs
+from src import postprocessing_funcs as generic_postprocessing_funcs
+from src.investment.vision_funcs import get_image_array_based_answer
 
 MAX_CONTEXT_LENGTH = 100000
 
@@ -115,7 +118,8 @@ def filter_payer_from_providers(providers: list[dict], payer_name: str, threshol
 
 def run_smart_chunked_fields(one_to_one_fields: FieldSet,
                              contract_text: str,
-                             filename: str) -> dict[str, str]:
+                             filename: str,
+                             text_dict: dict)-> dict[str, str]:
     """Process fields that require smart chunking and return the extracted answers.
 
     Args:
@@ -209,14 +213,54 @@ def run_smart_chunked_fields(one_to_one_fields: FieldSet,
         except Exception as e:
             print(f"Error processing field {field}: {type(e)}, {str(e)}")
             answers_dict[field.field_name] = f"Error: {str(e)}"
-    if "AARETE_DERIVED_EFFECTIVE_DT" in answers_dict:
+
+    answers_dict = check_and_update_effective_date(answers_dict, text_dict, filename)
+
+    # even after running the vision api, if the effective date is still N/A, we need to run the prompt again with full context
+    if "AARETE_DERIVED_EFFECTIVE_DT" in answers_dict and string_utils.is_empty(answers_dict.get("AARETE_DERIVED_EFFECTIVE_DT")):
         # if the effective date is N/A, we need to run the prompt again with full context     
-        if answers_dict['AARETE_DERIVED_EFFECTIVE_DT'] == "N/A":
-            smart_chunked_fields.update_field_attr( field_name = 'AARETE_DERIVED_EFFECTIVE_DT', 
-                                                attr = 'field_type', 
-                                                value = "full_context")
+        smart_chunked_fields.update_field_attr( field_name = 'AARETE_DERIVED_EFFECTIVE_DT', 
+                                            attr = 'field_type', 
+                                            value = "full_context")
     return answers_dict
 
+def check_and_update_effective_date(answers_dict, text_dict, filename):
+    """
+    Checks and updates the effective date in the answers dictionary. If the effective date is empty,
+    it attempts to extract the effective date using vision-based LLM or full context processing.
+
+    Args:
+        answers_dict (dict): Dictionary containing extracted answers.
+        text_dict (dict): Dictionary containing text data, typically organized by pages or sections.
+        filename (str): The name of the file being processed.
+
+    Returns:
+        dict: Updated answers dictionary with the effective date.
+    """
+    # print(f"Effective date for {filename} from smart chunking: {answers_dict.get('AARETE_DERIVED_EFFECTIVE_DT')}")
+
+    # Postprocess the effective date
+    answers_dict["AARETE_DERIVED_EFFECTIVE_DT"] = generic_postprocessing_funcs.date_postprocessing(
+        answers_dict.get("AARETE_DERIVED_EFFECTIVE_DT", "N/A")
+    )
+    answers_dict["AARETE_DERIVED_EFFECTIVE_DT"] = investment_postprocessing_funcs.validate_and_reformat_date(
+        answers_dict["AARETE_DERIVED_EFFECTIVE_DT"]
+    )
+
+    # If the effective date is empty, Get the effective date using the vision-based LLM
+    if config.ENABLE_VISION and string_utils.is_empty(answers_dict.get("AARETE_DERIVED_EFFECTIVE_DT")):
+    # if answers_dict.get("AARETE_DERIVED_EFFECTIVE_DT") in ["N/A", "UNKNOWN"]:
+        effective_date_page_numbers = list(string_utils.extract_effective_date_pages(text_dict, filename).keys())
+
+        pdf_base_path = "/root/doczy.ai/fieldExtraction/src/investment/pdf_files" # local path
+        pdf_path = os.path.join(pdf_base_path, filename.replace("txt", "pdf"))
+        # pdf_path = os.path.join(DOCZY_PDF_FILES_BUCKET_S3_URL, filename.replace("txt", "pdf")) # s3 path
+        image_answer_dict = get_image_array_based_answer(
+            pdf_path, effective_date_page_numbers, filename, fields=["AARETE_DERIVED_EFFECTIVE_DT"]
+        )
+        answers_dict["AARETE_DERIVED_EFFECTIVE_DT"] = image_answer_dict.get("AARETE_DERIVED_EFFECTIVE_DT", "N/A")
+
+    return answers_dict
 
 def run_full_context_fields(
     one_to_one_fields: FieldSet,
@@ -240,4 +284,4 @@ def run_full_context_fields(
         full_context_answers_dict = {}
         for field in full_context_fields.list_fields():
             full_context_answers_dict[field] = f"Error: {str(e)}"
-    return full_context_answers_dict
\ No newline at end of file
+    return full_context_answers_dict
diff --git a/fieldExtraction/src/investment/vision_funcs.py b/fieldExtraction/src/investment/vision_funcs.py
new file mode 100644
index 0000000..9b53cee
--- /dev/null
+++ b/fieldExtraction/src/investment/vision_funcs.py
@@ -0,0 +1,111 @@
+import fitz  # PyMuPDF
+import base64
+from typing import List
+from io import BytesIO
+from PIL import Image  # Pillow library
+from src.config import DOCZY_PDF_FILES_BUCKET_S3_URL
+from src.utils import io_utils
+import src.prompts.investment_prompts as prompts
+import src.utils.llm_utils as llm_utils
+import src.utils.string_utils as string_utils
+
+def get_image_array_based_answer(
+    pdf_path: str, 
+    effective_date_page_numbers: List[int], 
+    filename: str, 
+    fields: List[str] = ["AARETE_DERIVED_EFFECTIVE_DT"]
+) -> dict:
+    """
+    Processes specific pages of a PDF, converts them to a base64-encoded image, 
+    and retrieves answers using the Claude 3.5 Sonnet model.
+
+    Args:
+        pdf_path (str): Path to the PDF file.
+        effective_date_page_numbers (List[int]): List of page numbers to process and extract data from.
+        filename (str): Name of the file being operated upon, used for logging or tracking purposes.
+        fields (List[str]): List of fields to extract from the response. Defaults to ["AARETE_DERIVED_EFFECTIVE_DT"].
+
+    Returns:
+        dict: Extracted answers from the response in JSON format. Example:
+              {"AARETE_DERIVED_EFFECTIVE_DT": "YYYY/MM/DD"}
+    """
+    # Convert specified PDF pages to a base64-encoded image
+    base64_images = process_pdf_pages_to_base64_images(pdf_path, filename, effective_date_page_numbers)
+    # print("No of base64 images:", len(base64_images))  # Log a snippet of the base64 data for debugging
+
+    # Prepare the prompt for the LLM
+    extended_prompt = prompts.effective_date_fix_prompt()
+
+    # Invoke the LLM to get the response
+    response_dict = llm_utils.get_image_array_answer(extended_prompt, filename, base64_images)
+    return response_dict
+
+
+def process_pdf_pages_to_base64_images(pdf_path: str, filename: str, page_numbers: List[int]) -> List[str]:
+    """
+    Convert multiple specific pages of a PDF into a list of base64-encoded JPEG images.
+
+    Inputs:
+        pdf_path (str): Path to the PDF file.
+        page_numbers (List[int]): List of 1-based page numbers to process.
+
+    Output:
+        List[str]: List of base64-encoded JPEG images, one for each page.
+
+    Functionality:
+        - Renders each specified PDF page into a high-resolution image.
+        - Converts each rendered image into a base64-encoded JPEG.
+        - Returns the list of base64-encoded images.
+    """
+
+    
+    page_numbers = sorted({int(float(x)) for x in page_numbers})  # Ensure unique and sorted page numbers
+    if not page_numbers:
+        raise ValueError("No valid page numbers provided")
+    try:
+        # Check if the PDF path is an S3 URL
+        if pdf_path.startswith("s3://"):
+            temp_pdf_path = io_utils.read_s3_pdf(pdf_path)
+        else:
+            temp_pdf_path = pdf_path
+        with fitz.open(temp_pdf_path) as pdf_document:
+            zoom = 2  # Resolution multiplier
+            mat = fitz.Matrix(zoom, zoom)
+            base64_images = []
+
+            for page_num in page_numbers:
+                page_num = int(page_num)  # Ensure page number is an integer
+                page_idx = page_num - 1
+                if page_idx < 0 or page_idx >= len(pdf_document):
+                    raise ValueError(f"Page {page_num} is out of range")
+                # Get the page and convert to image
+                page = pdf_document[page_idx]
+                pix = page.get_pixmap(matrix=mat)
+                img_bytes = pix.tobytes("jpeg")
+                # Save the image to a file (optional)
+                # with open(f"page_{page_num}_{filename}.jpg", "wb") as img_file:
+                #     img_file.write(img_bytes) # saving for debugging purposes
+                # Resize the image to ensure it is less than 1 megapixel
+                img = Image.open(BytesIO(img_bytes))
+                max_pixels = 1_000_000  # 1 megapixel
+                if img.width * img.height > max_pixels:
+                    scale_factor = (max_pixels / (img.width * img.height)) ** 0.5
+                    new_width = int(img.width * scale_factor)
+                    new_height = int(img.height * scale_factor)
+                    img = img.resize((new_width, new_height), Image.Resampling.LANCZOS)
+                    # Save resized image to bytes
+                    output_buffer = BytesIO()
+                    img.save(output_buffer, format="JPEG")
+                    img_bytes = output_buffer.getvalue()
+                # Convert to base64 JPEG
+                base64_image = base64.b64encode(img_bytes).decode("utf-8")
+                base64_images.append(base64_image)
+
+            if not base64_images:
+                raise ValueError("No valid pages provided")
+
+            return base64_images
+
+    except (ValueError, fitz.FileDataError) as e:
+        print(f"Error processing PDF pages: {str(e)}")
+        raise
\ No newline at end of file
diff --git a/fieldExtraction/src/postprocessing_funcs.py b/fieldExtraction/src/postprocessing_funcs.py
index 1c753ac..68d538f 100644
--- a/fieldExtraction/src/postprocessing_funcs.py
+++ b/fieldExtraction/src/postprocessing_funcs.py
@@ -1183,7 +1183,7 @@ def date_postprocessing(date: str) -> str:
     if is_empty(date):
         return "N/A"
 
-    prompt = investment_prompts.date_fix_prompt(date)
+    prompt = investment_prompts.DATE_FIX_PROMPT(date)
     response = llm_utils.invoke_claude(prompt, config.MODEL_ID_CLAUDE35_SONNET, "date_fix")
     return extract_text_from_delimiters(response, Delimiter.PIPE)
 
diff --git a/fieldExtraction/src/preprocessing_funcs.py b/fieldExtraction/src/preprocessing_funcs.py
index 2d5725e..70e6117 100644
--- a/fieldExtraction/src/preprocessing_funcs.py
+++ b/fieldExtraction/src/preprocessing_funcs.py
@@ -51,6 +51,9 @@ def split_text(text: str) -> dict[str, str]:
 
 
 def clean_law_symbols(contract_text):
+    if not contract_text:
+        return contract_text
+    # First correction: Replace '$$' with '$'
     contract_text = contract_text.replace("$$", "$")
 
     contract_text = re.sub(r"(U\.?S\.?C\.?) \$", r"\1§", contract_text) # replaces $ with § when it follows abbreviations like "U.S.C." (United States Code).
diff --git a/fieldExtraction/src/prompts/investment_prompts.py b/fieldExtraction/src/prompts/investment_prompts.py
index de02963..f9a395b 100644
--- a/fieldExtraction/src/prompts/investment_prompts.py
+++ b/fieldExtraction/src/prompts/investment_prompts.py
@@ -504,7 +504,7 @@ def ONE_TO_ONE_SINGLE_FIELD_TEMPLATE(context, question):
 {PIPE_FORMAT_INSTRUCTIONS}
 """
 
-def date_fix_prompt(context:str) -> str:
+def DATE_FIX_PROMPT(context:str) -> str:
     return f"""Given a date string, convert it to YYYY/MM/DD format following these rules:
 Input: Text potentially containing a date
 Output: Date in YYYY/MM/DD format, or input if it's a duration, or "N/A" if ambiguous/incomplete
@@ -546,7 +546,7 @@ Please analyze this date:
 {PIPE_FORMAT_INSTRUCTIONS}
 """
 
-def derived_term_date_prompt(effective_date:str=None, termination_information:str=None) -> str:
+def DERIVED_TERM_DATE_PROMPT(effective_date:str=None, termination_information:str=None) -> str:
     """
     Generates a prompt to extract the termination date from a legal contract.
 
@@ -561,7 +561,7 @@ def derived_term_date_prompt(effective_date:str=None, termination_information:st
 
 @cache
 def invoke_derived_term_date(effective_date:str=None, termination_information:str=None) -> str:
-    prompt = derived_term_date_prompt(effective_date, termination_information)
+    prompt = DERIVED_TERM_DATE_PROMPT(effective_date, termination_information)
     response = llm_utils.invoke_claude(prompt, MODEL_ID_CLAUDE35_SONNET, "derive_term_date")
     return extract_text_from_delimiters(response, Delimiter.PIPE)
 
@@ -730,3 +730,13 @@ def GROUP_TIN_NPI_TEMPLATE(key_sections: str, provider_list: str) -> str:
 
     Feel free to justify your answer, but enclose your final answer in |pipes|.
     """
+
+def EFFECTIVE_DATE_FIX_PROMPT() -> str:
+    return """Extract the effective date of the contract or contract effective date or Effective Date of Agreement or Effective Date of Amendment or the amendment effective date from the given image data. ALSO LOOK FOR dates in phrases that semantically indicate an effective date (may or may not be explictly labelled as effective date), even if they do not exactly match the phrases above.\nExamples include but ARE NOT LIMITED TO:\nPhrases indicating when an contract or amendment begins or takes effect, Phrases specifying the start date of the contract or amendment, Phrases defining when the contract or amendment becomes operational, or Any phrase indicating contract or amendment creation or execution date.\nIt is possible that the contract will specify that the effective date is derived from elsewhere in the contract. Give the date in a JSON FORMAT with AARETE_DERIVED_EFFECTIVE_DATE as the key and effective date value in YYYY/MM/DD format as the value. 
+    Rules:
+    1. Add 2000 to 2-digit years 0-49, 1900 to 50-99
+    2. Return N/A if: missing/ambiguous month or year components, or invalid dates.  If just the day is missing, assume it's the first of the month.
+    3. For ambiguous input cases, assume American format (MM/DD/YYYY) and apply YYYY/MM/DD formatting
+    4. Any day values with spaces or leading zeros (e.g., '0 1' or '01') are interpreted as single-digit days
+    
+    Return N/A only for date if NO valid effective date is found. give the answer in the format: {{\"AARETE_DERIVED_EFFECTIVE_DT\": \"YYYY/MM/DD\"}}.  nothing else."""
\ No newline at end of file
diff --git a/fieldExtraction/src/utils/io_utils.py b/fieldExtraction/src/utils/io_utils.py
index 9361b70..2369059 100644
--- a/fieldExtraction/src/utils/io_utils.py
+++ b/fieldExtraction/src/utils/io_utils.py
@@ -10,6 +10,7 @@ from src import config
 from src.investment.code_funcs import crosswalk_levels, get_mappings
 import src.constants.investment_values as investment_values
 from src.utils.string_utils import datetime_str
+import tempfile
 
 
 def read_local(file_path): # io_utils.py
@@ -50,6 +51,32 @@ def list_s3_files(prefix=config.S3_PREFIX, bucket=config.S3_BUCKET): # io_utils.
     response = config.S3_CLIENT.list_objects_v2(Bucket=bucket, Prefix=prefix)
     return [item["Key"] for item in response.get("Contents", [])]
 
+def read_s3_pdf(pdf_path):
+    """
+    Downloads a PDF file from an S3 bucket and returns a temporary file path.
+
+    Args:
+        pdf_path (str): The S3 URL of the PDF file (e.g., s3://bucket-name/path/to/file.pdf).
+
+    Returns:
+        str: The local temporary file path of the downloaded PDF.
+    """
+
+    s3_client = config.S3_CLIENT
+    s3_parts = pdf_path[5:].split("/", 1)
+    bucket = s3_parts[0]
+    prefix = s3_parts[1] if len(s3_parts) > 1 else ""
+
+    try:
+        response = s3_client.get_object(Bucket=bucket, Key=prefix)
+        with tempfile.NamedTemporaryFile(delete=False, suffix=".pdf") as temp_pdf:
+            temp_pdf.write(response["Body"].read())
+            temp_pdf_path = temp_pdf.name
+        return temp_pdf_path
+    except ClientError as e:
+        print(f"Error fetching PDF from S3: {e}")
+        return None
+
 
 def read_s3():
     s3_client = config.S3_CLIENT
diff --git a/fieldExtraction/src/utils/llm_utils.py b/fieldExtraction/src/utils/llm_utils.py
index d8d91a8..7c6d7d9 100644
--- a/fieldExtraction/src/utils/llm_utils.py
+++ b/fieldExtraction/src/utils/llm_utils.py
@@ -15,7 +15,7 @@ from collections import OrderedDict
 import hashlib
 import inspect
 import csv
-
+import base64
 
 def update_stats(filename, tokens_sent, tokens_received, elapsed_time, model_type):
     # Update per-file statistics
@@ -164,6 +164,54 @@ def invoke_claude(prompt, model_id, filename, max_tokens=4096):
 
     return response
 
+def get_cache_key_with_image_array(prompt, model_id, image_base64_list):
+    """Generates a unique hash key for caching with a list of base64 images."""
+    combined_images = ":".join(image_base64_list)  # Combine all base64 images into a single string
+    return hashlib.sha256(f"{model_id}:{prompt}:{combined_images}".encode()).hexdigest()
+
+def invoke_claude_with_image_array(prompt, model_id, filename, base64_images,max_tokens=4096):
+    cache_key = get_cache_key_with_image_array(prompt, model_id, base64_images)
+    # print(f"Cache key for {filename}: {cache_key}") # printing for debugging
+    # Check cache first - use get() method from LRUCache
+    if cache_key in claude_cache:
+        claude_cache.move_to_end(cache_key)  # Mark as recently used
+        return claude_cache[cache_key]
+    
+    # Select execution mode
+    if config.RUN_MODE == "local":
+        if model_id == config.MODEL_ID_CLAUDE35_SONNET:
+            response = local_claude_3_with_image_array(prompt, model_id, filename, max_tokens,base64_images)
+            print(f"Eff Dt Response from local Claude 3 for {filename}", response)
+            input_cost_per_1k, output_cost_per_1k = 0.003, 0.015
+    elif config.RUN_MODE == "ec2":
+        if model_id == config.MODEL_ID_CLAUDE2:
+            response = ec2_claude2(prompt, model_id, filename, max_tokens)
+            input_cost_per_1k, output_cost_per_1k = 0.008, 0.024
+
+    else:
+        print("Usage: python local_main.py <-local> OR python main.py <ec2>")
+        raise
+
+    # Store response in cache with LRU eviction
+    if len(claude_cache) >= CACHE_LIMIT:
+        claude_cache.popitem(last=False)  # Remove the oldest (least recently used) item
+    claude_cache[cache_key] = response  # Insert new response
+    claude_cache.move_to_end(cache_key)  # Mark as recently used
+
+    # Cost logging
+    current_frame = inspect.currentframe()
+    caller_frame = current_frame.f_back
+    caller_name = caller_frame.f_code.co_name
+    del current_frame, caller_frame  # Avoid reference cycles
+
+    cost_log_entry = create_cost_log_entry(
+        filename, caller_name, prompt, response, input_cost_per_1k, output_cost_per_1k
+    )
+    with open(config.COST_LOG_NAME, 'a', newline="", encoding='utf-8') as f:
+        writer = csv.DictWriter(f, fieldnames=config.COST_LOG_FIELDS)
+        writer.writerow(cost_log_entry)
+
+    return response
 
 # Claude calls
 def local_claude_2(prompt, model_id, filename, max_tokens):
@@ -247,6 +295,94 @@ def local_claude_3(
     raise Exception("Max retries exceeded")
 
 
+def local_claude_3_with_image_array(
+    prompt, model_id, filename, max_tokens, base64_images, max_retries=5, initial_delay=1, image_media_type="image/png"
+):
+    """
+    Processes a prompt along with an image in base64 format using the Claude 3 model via AWS Bedrock.
+    
+    Args:
+        prompt (str): Input prompt to LLM.
+        model_id (str): Model ID to use.
+        filename (str): Name of the file being operated upon.
+        max_tokens (int): Maximum tokens to sample.
+        image_base64 (str): Base64 encoded image data.
+        max_retries (int): Maximum number of retries for the request.
+        initial_delay (int): Initial delay for exponential backoff.
+        image_media_type (str): Media type of the image (default: "image/jpeg").
+    
+    Returns:
+        str: Response text from the model.
+    """
+    if config.ENABLE_ANSWER_TRACKING and prompt in config.ANSWER_TRACKING_DICT.keys():
+        return config.ANSWER_TRACKING_DICT[prompt]
+    
+    # Create the request body with the new message format
+    body = json.dumps(
+        {
+            "anthropic_version": "bedrock-2023-05-31",
+            "max_tokens": max_tokens,
+            "temperature": 0.0,
+            "messages": [
+                {
+                    "role": "user",
+                    "content": [
+                        {
+                            "type": "text",
+                            "text": "Images:"
+                        },
+                        *[
+                            {
+                                "type": "image",
+                                "source": {
+                                    "type": "base64",
+                                    "media_type": image_media_type,
+                                    "data": image_base64,
+                                },
+                            }
+                            for image_base64 in base64_images
+                        ],
+                        {
+                            "type": "text",
+                            "text": prompt
+                        }
+                    ],
+                }
+            ],
+        }
+    )
+    
+    for attempt in range(max_retries):
+        try:
+            response = config.BEDROCK_RUNTIME.invoke_model(
+                body=body,
+                modelId=model_id,
+                accept="application/json",
+                contentType="application/json",
+            )
+            response_body = json.loads(response.get("body").read())
+            response_text = response_body["content"][0]["text"]
+            
+            if config.ENABLE_ANSWER_TRACKING:
+                config.ANSWER_TRACKING_DICT[prompt] = response_text
+            
+            return response_text
+            
+        except ClientError as e:
+            if e.response["Error"]["Code"] in [
+                "ThrottlingException",
+                "TooManyRequestsException",
+            ]:
+                if attempt < max_retries - 1:
+                    delay = (2**attempt + random.uniform(0, 1)) * initial_delay
+                    time.sleep(delay)
+                else:
+                    raise
+            else:
+                raise
+    
+    raise Exception("Max retries exceeded")
+
 def ec2_claude2(prompt, model_id, filename, max_tokens):
     start_time = time.time()
     body = json.dumps(
@@ -452,3 +588,8 @@ def get_ac_answer(prompt, filename, fields):
     # response_dict = dict_operations.secondary_string_to_dict(response_text, filename)
     response_dict = string_utils.json_parsing_search(response_text, fields)
     return response_dict
+
+def get_image_array_answer(prompt,filename,base64_images):
+    response_text = invoke_claude_with_image_array(prompt,config.MODEL_ID_CLAUDE35_SONNET,filename,base64_images)
+    response_dict = json.loads(response_text)
+    return response_dict
diff --git a/fieldExtraction/src/utils/string_utils.py b/fieldExtraction/src/utils/string_utils.py
index 2bcc275..9311266 100644
--- a/fieldExtraction/src/utils/string_utils.py
+++ b/fieldExtraction/src/utils/string_utils.py
@@ -384,7 +384,6 @@ def get_exhibit_chunk(text_dict: dict,
 def datetime_str():
     return datetime.now().strftime("[%Y-%m-%d %H:%M:%S]")
 
-
 def extract_signature_page(text_dict: dict, filename: str) -> dict:
     """Extracts the signature page(s) from a contract text dictionary and returns it as a dictionary.
     First tries to match the textract marker "this page has N signature(s)", then falls back to looking 
@@ -408,10 +407,57 @@ def extract_signature_page(text_dict: dict, filename: str) -> dict:
         if textract_pattern.search(page_text):
             signature_pages[page_num] = page_text
     
-    # If no pages found with textract pattern, fall back to "signature" keyword
+    # If no pages found with textract pattern, try with  keyword
     if not signature_pages:
-        for page_num, page_text in text_dict.items():
-            if "signature" in page_text.lower():
-                signature_pages[page_num] = page_text
+        page_items = list(text_dict.items())
+        for i, (page_num, page_text) in enumerate(page_items):
+            lower_text = page_text.lower()
+            if "signature page follow" in lower_text or "signature authorization" in lower_text:
+                # curr_page = int(float(page_num))
+                if page_num not in signature_pages:
+                    signature_pages[page_num] = page_text  # current page
+                if i + 1 < len(page_items):
+                    next_page_num, next_page_text = page_items[i + 1]
+                    # next_page = int(float(next_page_num))
+                    if next_page_num not in signature_pages:
+                        signature_pages[next_page_num] = next_page_text  # next page 
+
 
     return signature_pages
+
+
+def extract_effective_date_pages(text_dict: dict, filename: str) -> dict:
+    """
+    Extracts the effective date page(s) from a contract text dictionary and returns it as a dictionary.
+
+    This function identifies pages that either contain the Textract marker 
+    "this page has N signature(s)" or the keyword 'effective date:'. 
+    Additionally, it ensures that the first page (page 1) is always included 
+    in the result, as it often contains effective date.
+
+    Args:
+        text_dict (dict): A dictionary containing text data, organized by pages.
+        filename (str): The name of the file being processed.
+
+    Returns:
+        dict: A dictionary containing the extracted effective date page(s), 
+              where keys are page numbers and values are the corresponding page text.
+    """
+
+    effective_date_pages = {}
+
+    # Regex pattern to match the Textract marker for signature pages which often has effective dates
+    # This pattern accounts for both numeric and textual representations of numbers (one-ten).
+    textract_pattern = re.compile(r"this page has (?:\d+|one|two|three|four|five|six|seven|eight|nine|ten) signature", re.IGNORECASE)
+        
+    # Iterate through each page in the text dictionary.
+    for page_num, page_text in text_dict.items():
+        # page_num = int(float(page_num))
+        # Check if the page contains the Textract marker or the keyword 'effective date:'.
+        if textract_pattern.search(page_text) or 'effective date:' in page_text.lower():
+            effective_date_pages[page_num] = page_text
+        # Always include the first page (page 1) as it often contains effective date.
+        elif page_num == 1:
+            effective_date_pages[page_num] = page_text
+
+    return effective_date_pages
diff --git a/fieldExtraction/tests/string_utils_test.py b/fieldExtraction/tests/string_utils_test.py
index c7b0396..144f6d9 100644
--- a/fieldExtraction/tests/string_utils_test.py
+++ b/fieldExtraction/tests/string_utils_test.py
@@ -196,42 +196,42 @@ class TestStringUtils:
         assert result == expected
 
     @pytest.mark.parametrize("text_dict, filename, expected", [
-            (
-                {"1": "This page has 2 signatures.", "2": "None here.", "3": "Signature of the party (but ignored)"},
-                "test_file.txt",
-                {"1": "This page has 2 signatures."}
-            ),
-            (
-                {"1": "No relevant content here.", "2": "Nor over here."},
-                "test_file.txt",
-                {}
-            ),
-            (
-                {"1": "This page has a signature.", "2": "Another signature is found here."},
-                "test_file.txt",
-                {"1": "This page has a signature.", "2": "Another signature is found here."}
-            ),
-            (
-                {"1": "This page has 1 signature.", "2": "No relevant content.", "3": "Signature block here.  But ignored bc of the first textract-like page"},
-                "test_file.txt",
-                {"1": "This page has 1 signature."}
-            ),
-            (
-                {"1": "No signed names at all.", "2": "Just some random text."},
-                "test_file.txt",
-                {}
-            ),
-            (
-                {"1": "This page has a signature.", "2": "Signature is mentioned here too."},
-                "test_file.txt",
-                {"1": "This page has a signature.", "2": "Signature is mentioned here too."}
-            ),
-            (
-                {},
-                "test_file.txt",
-                {}
-            ),
-        ])
+        (
+            {"1": "This page has 2 signatures.", "2": "None here.", "3": "Signature of the party (but ignored)"},
+            "test_file.txt",
+            {"1": "This page has 2 signatures."}
+        ),
+        (
+            {"1": "No relevant content here.", "2": "Nor over here."},
+            "test_file.txt",
+            {}
+        ),
+        (
+            {"1": "This page has a signature.", "2": "signature page follow.","3": "Signature of the party (but ignored)"},
+            "test_file.txt",
+            {"2": "signature page follow.","3": "Signature of the party (but ignored)"}
+        ),
+        (
+            {"1": "This page has 1 signature.", "2": "No relevant content.", "3": "Signature block here.  But ignored bc of the first textract-like page"},
+            "test_file.txt",
+            {"1": "This page has 1 signature."}
+        ),
+        (
+            {"1": "No signed names at all.", "2": "Just some random text."},
+            "test_file.txt",
+            {}
+        ),
+        (
+            {"1": "some random text", "2": "Signature authorization", "3": "Signature of the party"},
+            "test_file.txt",
+            {"2": "Signature authorization", "3": "Signature of the party"}
+        ),
+        (
+            {},
+            "test_file.txt",
+            {}
+        ),
+    ])
     def test_extract_signature_page(self, text_dict, filename, expected):
         result = extract_signature_page(text_dict, filename)
         assert result == expected
diff --git a/fieldExtraction/tests/test_investment_prompts.py b/fieldExtraction/tests/test_investment_prompts.py
index 5bbb315..d02b699 100644
--- a/fieldExtraction/tests/test_investment_prompts.py
+++ b/fieldExtraction/tests/test_investment_prompts.py
@@ -1,27 +1,27 @@
 import pytest
-from src.prompts.investment_prompts import derived_term_date_prompt
+from src.prompts.investment_prompts import DERIVED_TERM_DATE_PROMPT
 from src.prompts.investment_prompts import PIPE_FORMAT_INSTRUCTIONS
 
 def test_derived_term_date_prompt_with_all_params():
     effective_date = "January 1, 2024"
     termination_information = "The contract terminates after 3 years."
     expected_output = f"The following are excerpts from a legal contract related to effective and termination dates. Determine the initial termination date of the contract, excluding any renewals or extensions.\nIf termination information comes in as a duration, derive the termination date exclusive of the final day. For example, if effective date is 2023/02/01 and termination information is 'two years', termination date would be 2025/01/31 and not 2025/02/01.  If effective date is 2023/02/01 and termination information is 'year-to-year', termination date would be 2024/01/31.\nIf the termination information comes in as a date, return that date.  For example, if effective date is 2023/02/01 and termination information is 2024/07/01, return 2024/07/01.\nEffective Date: January 1, 2024\nTermination Information: The contract terminates after 3 years.\nOnly provide the first termination date, ignoring any automatic or optional renewals. Provide the date in YYYY/MM/DD format only. \n{PIPE_FORMAT_INSTRUCTIONS}"
-    assert derived_term_date_prompt(effective_date, termination_information) == expected_output
+    assert DERIVED_TERM_DATE_PROMPT(effective_date, termination_information) == expected_output
 
 def test_derived_term_date_prompt_with_only_effective_date():
     effective_date = "January 1, 2024"
     termination_information = None
     expected_output = f"The following are excerpts from a legal contract related to effective and termination dates. Determine the initial termination date of the contract, excluding any renewals or extensions.\nIf termination information comes in as a duration, derive the termination date exclusive of the final day. For example, if effective date is 2023/02/01 and termination information is 'two years', termination date would be 2025/01/31 and not 2025/02/01.  If effective date is 2023/02/01 and termination information is 'year-to-year', termination date would be 2024/01/31.\nIf the termination information comes in as a date, return that date.  For example, if effective date is 2023/02/01 and termination information is 2024/07/01, return 2024/07/01.\nEffective Date: January 1, 2024\nTermination Information: None\nOnly provide the first termination date, ignoring any automatic or optional renewals. Provide the date in YYYY/MM/DD format only. \n{PIPE_FORMAT_INSTRUCTIONS}"
-    assert derived_term_date_prompt(effective_date, termination_information) == expected_output
+    assert DERIVED_TERM_DATE_PROMPT(effective_date, termination_information) == expected_output
 
 def test_derived_term_date_prompt_with_only_termination_information():
     effective_date = None
     termination_information = "The contract terminates after 3 years."
     expected_output = f"The following are excerpts from a legal contract related to effective and termination dates. Determine the initial termination date of the contract, excluding any renewals or extensions.\nIf termination information comes in as a duration, derive the termination date exclusive of the final day. For example, if effective date is 2023/02/01 and termination information is 'two years', termination date would be 2025/01/31 and not 2025/02/01.  If effective date is 2023/02/01 and termination information is 'year-to-year', termination date would be 2024/01/31.\nIf the termination information comes in as a date, return that date.  For example, if effective date is 2023/02/01 and termination information is 2024/07/01, return 2024/07/01.\nEffective Date: None\nTermination Information: The contract terminates after 3 years.\nOnly provide the first termination date, ignoring any automatic or optional renewals. Provide the date in YYYY/MM/DD format only. \n{PIPE_FORMAT_INSTRUCTIONS}"
-    assert derived_term_date_prompt(effective_date, termination_information) == expected_output
+    assert DERIVED_TERM_DATE_PROMPT(effective_date, termination_information) == expected_output
 
 def test_derived_term_date_prompt_with_no_params():
     effective_date = None
     termination_information = None
     expected_output = f"The following are excerpts from a legal contract related to effective and termination dates. Determine the initial termination date of the contract, excluding any renewals or extensions.\nIf termination information comes in as a duration, derive the termination date exclusive of the final day. For example, if effective date is 2023/02/01 and termination information is 'two years', termination date would be 2025/01/31 and not 2025/02/01.  If effective date is 2023/02/01 and termination information is 'year-to-year', termination date would be 2024/01/31.\nIf the termination information comes in as a date, return that date.  For example, if effective date is 2023/02/01 and termination information is 2024/07/01, return 2024/07/01.\nEffective Date: None\nTermination Information: None\nOnly provide the first termination date, ignoring any automatic or optional renewals. Provide the date in YYYY/MM/DD format only. \n{PIPE_FORMAT_INSTRUCTIONS}"
-    assert derived_term_date_prompt(effective_date, termination_information) == expected_output
\ No newline at end of file
+    assert DERIVED_TERM_DATE_PROMPT(effective_date, termination_information) == expected_output
\ No newline at end of file
diff --git a/poetry.lock b/poetry.lock
index a6dec1d..7307aa1 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -740,6 +740,105 @@ files = [
     {file = "pathspec-0.12.1.tar.gz", hash = "sha256:a482d51503a1ab33b1c67a6c3813a26953dbdc71c31dacaef9a838c4e29f5712"},
 ]
 
+[[package]]
+name = "pillow"
+version = "11.2.1"
+description = "Python Imaging Library (Fork)"
+optional = false
+python-versions = ">=3.9"
+files = [
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+    {file = "pillow-11.2.1-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:9db98ab6565c69082ec9b0d4e40dd9f6181dab0dd236d26f7a50b8b9bfbd5076"},
+    {file = "pillow-11.2.1-pp311-pypy311_pp73-manylinux_2_28_aarch64.whl", hash = "sha256:036e53f4170e270ddb8797d4c590e6dd14d28e15c7da375c18978045f7e6c37b"},
+    {file = "pillow-11.2.1-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:14f73f7c291279bd65fda51ee87affd7c1e097709f7fdd0188957a16c264601f"},
+    {file = "pillow-11.2.1-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:208653868d5c9ecc2b327f9b9ef34e0e42a4cdd172c2988fd81d62d2bc9bc044"},
+    {file = "pillow-11.2.1.tar.gz", hash = "sha256:a64dd61998416367b7ef979b73d3a85853ba9bec4c2925f74e588879a58716b6"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "trove-classifiers (>=2024.10.12)"]
+typing = ["typing-extensions"]
+xmp = ["defusedxml"]
+
 [[package]]
 name = "platformdirs"
 version = "4.3.6"
@@ -895,6 +994,23 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6.0,<4.7.0 || >4.7.0"
 
+[[package]]
+name = "pymupdf"
+version = "1.25.5"
+description = "A high performance Python library for data extraction, analysis, conversion & manipulation of PDF (and other) documents."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "pymupdf-1.25.5-cp39-abi3-macosx_10_9_x86_64.whl", hash = "sha256:cde4e1c9cfb09c0e1e9c2b7f4b787dd6bb34a32cfe141a4675e24af7c0c25dd3"},
+    {file = "pymupdf-1.25.5-cp39-abi3-macosx_11_0_arm64.whl", hash = "sha256:5a35e2725fae0ab57f058dff77615c15eb5961eac50ba04f41ebc792cd8facad"},
+    {file = "pymupdf-1.25.5-cp39-abi3-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:d94b800e9501929c42283d39bc241001dd87fdeea297b5cb40d5b5714534452f"},
+    {file = "pymupdf-1.25.5-cp39-abi3-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:ee22155d3a634642d76553204867d862ae1bdd9f7cf70c0797d8127ebee6bed5"},
+    {file = "pymupdf-1.25.5-cp39-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:6ed7fc25271004d6d3279c20a80cb2bb4cda3efa9f9088dcc07cd790eca0bc63"},
+    {file = "pymupdf-1.25.5-cp39-abi3-win32.whl", hash = "sha256:65e18ddb37fe8ec4edcdbebe9be3a8486b6a2f42609d0a142677e42f3a0614f8"},
+    {file = "pymupdf-1.25.5-cp39-abi3-win_amd64.whl", hash = "sha256:7f44bc3d03ea45b2f68c96464f96105e8c7908896f2fb5e8c04f1fb8dae7981e"},
+    {file = "pymupdf-1.25.5.tar.gz", hash = "sha256:5f96311cacd13254c905f6654a004a0a2025b71cabc04fda667f5472f72c15a0"},
+]
+
 [[package]]
 name = "pytest"
 version = "8.3.3"
@@ -1241,4 +1357,4 @@ zstd = ["zstandard (>=0.18.0)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.12"
-content-hash = "b437b66e0a7d68067a1615d3adbcd90a7ae55d4230f6ed639de8b1b143dcb92d"
+content-hash = "11f240679ad504f8cfc3a866067918339f2dd77f3764b1bbf77f992dac4e7bb3"
diff --git a/pyproject.toml b/pyproject.toml
index 3687aea..31b9c7e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,6 +11,8 @@ python = "^3.12"
 pandas = "^2.2.3"
 boto3 = "^1.35.40"
 anthropic = "^0.36.0"
+pymupdf = "^1.25.5"
+pillow = "^11.2.1"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.3.3"