From 9d6987cd38fabac7ee56fc405bd8cefdd4b08055 Mon Sep 17 00:00:00 2001
From: Linux0Hat <adrien@d4x.fr>
Date: Wed, 25 Jun 2025 09:42:36 +0200
Subject: [PATCH 1/6] front

---
 .../tock-llm-indexing-tools/poetry.lock       | 2139 ++++++++++++++---
 .../tock-llm-indexing-tools/pyproject.toml    |    1 +
 .../indexing/vectorisation/gen_config_file.py |  148 ++
 3 files changed, 2014 insertions(+), 274 deletions(-)
 create mode 100644 gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py

diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/poetry.lock b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/poetry.lock
index 5a0acab35a..e2ac8b98b9 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/poetry.lock
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/poetry.lock
@@ -1,103 +1,127 @@
-# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.2 and should not be changed by hand.
+
+[[package]]
+name = "absl-py"
+version = "2.3.0"
+description = "Abseil Python Common Libraries, see https://github.com/abseil/abseil-py."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "absl_py-2.3.0-py3-none-any.whl", hash = "sha256:9824a48b654a306168f63e0d97714665f8490b8d89ec7bf2efc24bf67cf579b3"},
+    {file = "absl_py-2.3.0.tar.gz", hash = "sha256:d96fda5c884f1b22178852f30ffa85766d50b99e00775ea626c23304f582fc4f"},
+]
 
 [[package]]
 name = "aiohappyeyeballs"
-version = "2.4.4"
+version = "2.6.1"
 description = "Happy Eyeballs for asyncio"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
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-    {file = "aiohappyeyeballs-2.4.4.tar.gz", hash = "sha256:5fdd7d87889c63183afc18ce9271f9b0a7d32c2303e394468dd45d514a757745"},
+    {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
+    {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
 ]
 
 [[package]]
 name = "aiohttp"
-version = "3.11.11"
+version = "3.12.13"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
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-
-[package.dependencies]
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+]
+
+[package.dependencies]
+aiohappyeyeballs = ">=2.5.0"
 aiosignal = ">=1.1.2"
 async-timeout = {version = ">=4.0,<6.0", markers = "python_version < \"3.11\""}
 attrs = ">=17.3.0"
@@ -107,17 +131,18 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli", "aiodns (>=3.2.0)", "brotlicffi"]
+speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiohttp-socks"
-version = "0.9.2"
+version = "0.10.1"
 description = "Proxy connector for aiohttp"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
-    {file = "aiohttp_socks-0.9.2-py3-none-any.whl", hash = "sha256:146d9b0a921b712112a2da3d63633141eb63710b949102ccecc1ab1bb2e2548f"},
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+    {file = "aiohttp_socks-0.10.1-py3-none-any.whl", hash = "sha256:6fd4d46c09f952f971a011ff446170daab8d539cf5310c0627f8423df2fb15ea"},
+    {file = "aiohttp_socks-0.10.1.tar.gz", hash = "sha256:49f2e1f8051f2885719beb1b77e312b5a27c3e4b60f0b045a388f194d995e068"},
 ]
 
 [package.dependencies]
@@ -130,6 +155,7 @@ version = "0.5.0"
 description = "A Python concurrency scheduling library, compatible with asyncio and trio"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "aiometer-0.5.0-py3-none-any.whl", hash = "sha256:57e54a067e6918504844610da23aabf6e179cb0f01104503b3db4bfb39f5e1f2"},
     {file = "aiometer-0.5.0.tar.gz", hash = "sha256:1d441ad3c16eaa56d438e5f9a2f9fbccdb29f6140fb36f9cb68183545ec48691"},
@@ -145,6 +171,7 @@ 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"},
@@ -159,6 +186,7 @@ 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"},
@@ -170,6 +198,7 @@ version = "4.8.0"
 description = "High level compatibility layer for multiple asynchronous event loop implementations"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "anyio-4.8.0-py3-none-any.whl", hash = "sha256:b5011f270ab5eb0abf13385f851315585cc37ef330dd88e27ec3d34d651fd47a"},
     {file = "anyio-4.8.0.tar.gz", hash = "sha256:1d9fe889df5212298c0c0723fa20479d1b94883a2df44bd3897aa91083316f7a"},
@@ -183,15 +212,29 @@ typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
 doc = ["Sphinx (>=7.4,<8.0)", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx_rtd_theme"]
-test = ["anyio[trio]", "coverage[toml] (>=7)", "exceptiongroup (>=1.2.0)", "hypothesis (>=4.0)", "psutil (>=5.9)", "pytest (>=7.0)", "trustme", "truststore (>=0.9.1)", "uvloop (>=0.21)"]
+test = ["anyio[trio]", "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\""]
 trio = ["trio (>=0.26.1)"]
 
+[[package]]
+name = "appdirs"
+version = "1.4.4"
+description = "A small Python module for determining appropriate platform-specific dirs, e.g. a \"user data dir\"."
+optional = false
+python-versions = "*"
+groups = ["main"]
+files = [
+    {file = "appdirs-1.4.4-py2.py3-none-any.whl", hash = "sha256:a841dacd6b99318a741b166adb07e19ee71a274450e68237b4650ca1055ab128"},
+    {file = "appdirs-1.4.4.tar.gz", hash = "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41"},
+]
+
 [[package]]
 name = "async-timeout"
 version = "4.0.3"
 description = "Timeout context manager for asyncio programs"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "async-timeout-4.0.3.tar.gz", hash = "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f"},
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@@ -203,18 +246,19 @@ version = "24.3.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "attrs-24.3.0-py3-none-any.whl", hash = "sha256:ac96cd038792094f438ad1f6ff80837353805ac950cd2aa0e0625ef19850c308"},
     {file = "attrs-24.3.0.tar.gz", hash = "sha256:8f5c07333d543103541ba7be0e2ce16eeee8130cb0b3f9238ab904ce1e85baff"},
 ]
 
 [package.extras]
-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]"]
+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]"]
 docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
-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"]
+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\""]
 
 [[package]]
 name = "backoff"
@@ -222,6 +266,7 @@ 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"},
@@ -233,6 +278,7 @@ version = "4.12.3"
 description = "Screen-scraping library"
 optional = false
 python-versions = ">=3.6.0"
+groups = ["main"]
 files = [
     {file = "beautifulsoup4-4.12.3-py3-none-any.whl", hash = "sha256:b80878c9f40111313e55da8ba20bdba06d8fa3969fc68304167741bbf9e082ed"},
     {file = "beautifulsoup4-4.12.3.tar.gz", hash = "sha256:74e3d1928edc070d21748185c46e3fb33490f22f52a3addee9aee0f4f7781051"},
@@ -254,6 +300,7 @@ version = "1.36.2"
 description = "The AWS SDK for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "boto3-1.36.2-py3-none-any.whl", hash = "sha256:76cfc9a705be46e8d22607efacc8d688c064f923d785a01c00b28e9a96425d1a"},
     {file = "boto3-1.36.2.tar.gz", hash = "sha256:fde1c29996b77274a60b7bc9f741525afa6267bb1716eb644a764fb7c124a0d2"},
@@ -273,6 +320,7 @@ version = "1.36.2"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "botocore-1.36.2-py3-none-any.whl", hash = "sha256:bc3b7e3b573a48af2bd7116b80fe24f9a335b0b67314dcb2697a327d009abf29"},
     {file = "botocore-1.36.2.tar.gz", hash = "sha256:a1fe6610983f0214b0c7655fe6990b6a731746baf305b182976fc7b568fc3cb0"},
@@ -292,6 +340,7 @@ version = "5.5.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "cachetools-5.5.0-py3-none-any.whl", hash = "sha256:02134e8439cdc2ffb62023ce1debca2944c3f289d66bb17ead3ab3dede74b292"},
     {file = "cachetools-5.5.0.tar.gz", hash = "sha256:2cc24fb4cbe39633fb7badd9db9ca6295d766d9c2995f245725a46715d050f2a"},
@@ -303,17 +352,100 @@ version = "2024.12.14"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "certifi-2024.12.14-py3-none-any.whl", hash = "sha256:1275f7a45be9464efc1173084eaa30f866fe2e47d389406136d332ed4967ec56"},
     {file = "certifi-2024.12.14.tar.gz", hash = "sha256:b650d30f370c2b724812bee08008be0c4163b163ddaec3f2546c1caf65f191db"},
 ]
 
+[[package]]
+name = "cffi"
+version = "1.17.1"
+description = "Foreign Function Interface for Python calling C code."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_python_implementation == \"PyPy\""
+files = [
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+    {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
+    {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
+]
+
+[package.dependencies]
+pycparser = "*"
+
 [[package]]
 name = "cfgv"
 version = "3.4.0"
 description = "Validate configuration and produce human readable error messages."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "cfgv-3.4.0-py2.py3-none-any.whl", hash = "sha256:b7265b1f29fd3316bfcd2b330d63d024f2bfd8bcb8b0272f8e19a504856c48f9"},
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@@ -325,6 +457,7 @@ 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"]
 files = [
     {file = "charset_normalizer-3.4.1-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:91b36a978b5ae0ee86c394f5a54d6ef44db1de0815eb43de826d41d21e4af3de"},
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@@ -426,6 +559,7 @@ version = "8.1.8"
 description = "Composable command line interface toolkit"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "click-8.1.8-py3-none-any.whl", hash = "sha256:63c132bbbed01578a06712a2d1f497bb62d9c1c0d329b7903a866228027263b2"},
     {file = "click-8.1.8.tar.gz", hash = "sha256:ed53c9d8990d83c2a27deae68e4ee337473f6330c040a31d4225c9574d16096a"},
@@ -440,6 +574,7 @@ 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"]
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
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@@ -451,6 +586,7 @@ version = "6.9.0"
 description = "Add colours to the output of Python's logging module."
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "colorlog-6.9.0-py3-none-any.whl", hash = "sha256:5906e71acd67cb07a71e779c47c4bcb45fb8c2993eebe9e5adcd6a6f1b283eff"},
     {file = "colorlog-6.9.0.tar.gz", hash = "sha256:bfba54a1b93b94f54e1f4fe48395725a3d92fd2a4af702f6bd70946bdc0c6ac2"},
@@ -468,6 +604,7 @@ 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"},
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@@ -477,12 +614,84 @@ files = [
 marshmallow = ">=3.18.0,<4.0.0"
 typing-inspect = ">=0.4.0,<1"
 
+[[package]]
+name = "datasets"
+version = "3.6.0"
+description = "HuggingFace community-driven open-source library of datasets"
+optional = false
+python-versions = ">=3.9.0"
+groups = ["main"]
+files = [
+    {file = "datasets-3.6.0-py3-none-any.whl", hash = "sha256:25000c4a2c0873a710df127d08a202a06eab7bf42441a6bc278b499c2f72cd1b"},
+    {file = "datasets-3.6.0.tar.gz", hash = "sha256:1b2bf43b19776e2787e181cfd329cb0ca1a358ea014780c3581e0f276375e041"},
+]
+
+[package.dependencies]
+dill = ">=0.3.0,<0.3.9"
+filelock = "*"
+fsspec = {version = ">=2023.1.0,<=2025.3.0", extras = ["http"]}
+huggingface-hub = ">=0.24.0"
+multiprocess = "<0.70.17"
+numpy = ">=1.17"
+packaging = "*"
+pandas = "*"
+pyarrow = ">=15.0.0"
+pyyaml = ">=5.1"
+requests = ">=2.32.2"
+tqdm = ">=4.66.3"
+xxhash = "*"
+
+[package.extras]
+audio = ["librosa", "soundfile (>=0.12.1)", "soxr (>=0.4.0)"]
+benchmarks = ["tensorflow (==2.12.0)", "torch (==2.0.1)", "transformers (==4.30.1)"]
+dev = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "ruff (>=0.3.0)", "s3fs", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0)", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers", "transformers (>=4.42.0)", "zstandard"]
+docs = ["s3fs", "tensorflow (>=2.6.0)", "torch", "transformers"]
+jax = ["jax (>=0.3.14)", "jaxlib (>=0.3.14)"]
+pdfs = ["pdfplumber (>=0.11.4)"]
+quality = ["ruff (>=0.3.0)"]
+s3 = ["s3fs"]
+tensorflow = ["tensorflow (>=2.6.0)"]
+tensorflow-gpu = ["tensorflow (>=2.6.0)"]
+tests = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "faiss-cpu (>=1.8.0.post1)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "librosa", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tensorflow (>=2.16.0) ; python_version >= \"3.10\"", "tensorflow (>=2.6.0) ; python_version < \"3.10\"", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
+tests-numpy2 = ["Pillow (>=9.4.0)", "absl-py", "aiohttp", "decorator", "elasticsearch (>=7.17.12,<8.0.0)", "jax (>=0.3.14) ; sys_platform != \"win32\"", "jaxlib (>=0.3.14) ; sys_platform != \"win32\"", "joblib (<1.3.0)", "joblibspark", "lz4", "moto[server]", "polars[timezone] (>=0.20.0)", "protobuf (<4.0.0)", "py7zr", "pyav", "pyspark (>=3.4)", "pytest", "pytest-datadir", "pytest-xdist", "rarfile (>=4.0)", "s3fs (>=2021.11.1)", "soundfile (>=0.12.1)", "soundfile (>=0.12.1)", "soxr (>=0.4.0)", "sqlalchemy", "tiktoken", "torch (>=2.0.0)", "torchdata", "torchvision", "transformers (>=4.42.0)", "zstandard"]
+torch = ["torch"]
+vision = ["Pillow (>=9.4.0)"]
+
+[[package]]
+name = "dill"
+version = "0.3.8"
+description = "serialize all of Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "dill-0.3.8-py3-none-any.whl", hash = "sha256:c36ca9ffb54365bdd2f8eb3eff7d2a21237f8452b57ace88b1ac615b7e815bd7"},
+    {file = "dill-0.3.8.tar.gz", hash = "sha256:3ebe3c479ad625c4553aca177444d89b486b1d84982eeacded644afc0cf797ca"},
+]
+
+[package.extras]
+graph = ["objgraph (>=1.7.2)"]
+profile = ["gprof2dot (>=2022.7.29)"]
+
+[[package]]
+name = "diskcache"
+version = "5.6.3"
+description = "Disk Cache -- Disk and file backed persistent cache."
+optional = false
+python-versions = ">=3"
+groups = ["main"]
+files = [
+    {file = "diskcache-5.6.3-py3-none-any.whl", hash = "sha256:5e31b2d5fbad117cc363ebaf6b689474db18a1f6438bc82358b024abd4c2ca19"},
+    {file = "diskcache-5.6.3.tar.gz", hash = "sha256:2c3a3fa2743d8535d832ec61c2054a1641f41775aa7c556758a109941e33e4fc"},
+]
+
 [[package]]
 name = "distlib"
 version = "0.3.9"
 description = "Distribution utilities"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "distlib-0.3.9-py2.py3-none-any.whl", hash = "sha256:47f8c22fd27c27e25a65601af709b38e4f0a45ea4fc2e710f65755fa8caaaf87"},
     {file = "distlib-0.3.9.tar.gz", hash = "sha256:a60f20dea646b8a33f3e7772f74dc0b2d0772d2837ee1342a00645c81edf9403"},
@@ -494,6 +703,7 @@ 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"},
@@ -505,6 +715,7 @@ version = "0.9.0"
 description = "Jazzband-maintained fork of docopt, the humane command line arguments parser."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "docopt_ng-0.9.0-py3-none-any.whl", hash = "sha256:bfe4c8b03f9fca424c24ee0b4ffa84bf7391cb18c29ce0f6a8227a3b01b81ff9"},
     {file = "docopt_ng-0.9.0.tar.gz", hash = "sha256:91c6da10b5bb6f2e9e25345829fb8278c78af019f6fc40887ad49b060483b1d7"},
@@ -516,6 +727,7 @@ 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"},
@@ -527,6 +739,7 @@ version = "0.5"
 description = "Bringing the elegance of C# EventHandler to Python"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
     {file = "Events-0.5-py3-none-any.whl", hash = "sha256:a7286af378ba3e46640ac9825156c93bdba7502174dd696090fdfcd4d80a1abd"},
 ]
@@ -537,6 +750,8 @@ version = "1.2.2"
 description = "Backport of PEP 654 (exception groups)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "python_version == \"3.10\""
 files = [
     {file = "exceptiongroup-1.2.2-py3-none-any.whl", hash = "sha256:3111b9d131c238bec2f8f516e123e14ba243563fb135d3fe885990585aa7795b"},
     {file = "exceptiongroup-1.2.2.tar.gz", hash = "sha256:47c2edf7c6738fafb49fd34290706d1a1a2f4d1c6df275526b62cbb4aa5393cc"},
@@ -551,6 +766,7 @@ version = "0.115.6"
 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-0.115.6-py3-none-any.whl", hash = "sha256:e9240b29e36fa8f4bb7290316988e90c381e5092e0cbe84e7818cc3713bcf305"},
     {file = "fastapi-0.115.6.tar.gz", hash = "sha256:9ec46f7addc14ea472958a96aae5b5de65f39721a46aaf5705c480d9a8b76654"},
@@ -571,6 +787,7 @@ version = "3.16.1"
 description = "A platform independent file lock."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "filelock-3.16.1-py3-none-any.whl", hash = "sha256:2082e5703d51fbf98ea75855d9d5527e33d8ff23099bec374a134febee6946b0"},
     {file = "filelock-3.16.1.tar.gz", hash = "sha256:c249fbfcd5db47e5e2d6d62198e565475ee65e4831e2561c8e313fa7eb961435"},
@@ -579,7 +796,7 @@ files = [
 [package.extras]
 docs = ["furo (>=2024.8.6)", "sphinx (>=8.0.2)", "sphinx-autodoc-typehints (>=2.4.1)"]
 testing = ["covdefaults (>=2.3)", "coverage (>=7.6.1)", "diff-cover (>=9.2)", "pytest (>=8.3.3)", "pytest-asyncio (>=0.24)", "pytest-cov (>=5)", "pytest-mock (>=3.14)", "pytest-timeout (>=2.3.1)", "virtualenv (>=20.26.4)"]
-typing = ["typing-extensions (>=4.12.2)"]
+typing = ["typing-extensions (>=4.12.2) ; python_version < \"3.11\""]
 
 [[package]]
 name = "frozenlist"
@@ -587,6 +804,7 @@ 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"},
@@ -682,12 +900,56 @@ files = [
     {file = "frozenlist-1.5.0.tar.gz", hash = "sha256:81d5af29e61b9c8348e876d442253723928dce6433e0e76cd925cd83f1b4b817"},
 ]
 
+[[package]]
+name = "fsspec"
+version = "2025.3.0"
+description = "File-system specification"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "fsspec-2025.3.0-py3-none-any.whl", hash = "sha256:efb87af3efa9103f94ca91a7f8cb7a4df91af9f74fc106c9c7ea0efd7277c1b3"},
+    {file = "fsspec-2025.3.0.tar.gz", hash = "sha256:a935fd1ea872591f2b5148907d103488fc523295e6c64b835cfad8c3eca44972"},
+]
+
+[package.dependencies]
+aiohttp = {version = "<4.0.0a0 || >4.0.0a0,<4.0.0a1 || >4.0.0a1", optional = true, markers = "extra == \"http\""}
+
+[package.extras]
+abfs = ["adlfs"]
+adl = ["adlfs"]
+arrow = ["pyarrow (>=1)"]
+dask = ["dask", "distributed"]
+dev = ["pre-commit", "ruff"]
+doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
+dropbox = ["dropbox", "dropboxdrivefs", "requests"]
+full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "dask", "distributed", "dropbox", "dropboxdrivefs", "fusepy", "gcsfs", "libarchive-c", "ocifs", "panel", "paramiko", "pyarrow (>=1)", "pygit2", "requests", "s3fs", "smbprotocol", "tqdm"]
+fuse = ["fusepy"]
+gcs = ["gcsfs"]
+git = ["pygit2"]
+github = ["requests"]
+gs = ["gcsfs"]
+gui = ["panel"]
+hdfs = ["pyarrow (>=1)"]
+http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
+libarchive = ["libarchive-c"]
+oci = ["ocifs"]
+s3 = ["s3fs"]
+sftp = ["paramiko"]
+smb = ["smbprotocol"]
+ssh = ["paramiko"]
+test = ["aiohttp (!=4.0.0a0,!=4.0.0a1)", "numpy", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "requests"]
+test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
+test-full = ["adlfs", "aiohttp (!=4.0.0a0,!=4.0.0a1)", "cloudpickle", "dask", "distributed", "dropbox", "dropboxdrivefs", "fastparquet", "fusepy", "gcsfs", "jinja2", "kerchunk", "libarchive-c", "lz4", "notebook", "numpy", "ocifs", "pandas", "panel", "paramiko", "pyarrow", "pyarrow (>=1)", "pyftpdlib", "pygit2", "pytest", "pytest-asyncio (!=0.22.0)", "pytest-benchmark", "pytest-cov", "pytest-mock", "pytest-recording", "pytest-rerunfailures", "python-snappy", "requests", "smbprotocol", "tqdm", "urllib3", "zarr", "zstandard"]
+tqdm = ["tqdm"]
+
 [[package]]
 name = "gen-ai-orchestrator"
 version = "0.1.0"
 description = ""
 optional = false
 python-versions = "^3.10"
+groups = ["main"]
 files = []
 develop = true
 
@@ -721,6 +983,7 @@ version = "2.24.0"
 description = "Google API client core library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_api_core-2.24.0-py3-none-any.whl", hash = "sha256:10d82ac0fca69c82a25b3efdeefccf6f28e02ebb97925a8cce8edbfe379929d9"},
     {file = "google_api_core-2.24.0.tar.gz", hash = "sha256:e255640547a597a4da010876d333208ddac417d60add22b6851a0c66a831fcaf"},
@@ -730,15 +993,15 @@ files = [
 google-auth = ">=2.14.1,<3.0.dev0"
 googleapis-common-protos = ">=1.56.2,<2.0.dev0"
 grpcio = [
-    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
     {version = ">=1.49.1,<2.0dev", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0dev", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
 ]
 grpcio-status = [
-    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""},
     {version = ">=1.49.1,<2.0.dev0", optional = true, markers = "python_version >= \"3.11\" and extra == \"grpc\""},
+    {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "extra == \"grpc\""},
 ]
 proto-plus = [
-    {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.22.3,<2.0.0dev"},
     {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0.dev0"
@@ -746,7 +1009,7 @@ requests = ">=2.18.0,<3.0.0.dev0"
 
 [package.extras]
 async-rest = ["google-auth[aiohttp] (>=2.35.0,<3.0.dev0)"]
-grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev)", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0)"]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio (>=1.49.1,<2.0dev) ; python_version >= \"3.11\"", "grpcio-status (>=1.33.2,<2.0.dev0)", "grpcio-status (>=1.49.1,<2.0.dev0) ; python_version >= \"3.11\""]
 grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
 
@@ -756,6 +1019,7 @@ version = "2.37.0"
 description = "Google Authentication Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_auth-2.37.0-py2.py3-none-any.whl", hash = "sha256:42664f18290a6be591be5329a96fe30184be1a1badb7292a7f686a9659de9ca0"},
     {file = "google_auth-2.37.0.tar.gz", hash = "sha256:0054623abf1f9c83492c63d3f47e77f0a544caa3d40b2d98e099a611c2dd5d00"},
@@ -780,6 +1044,7 @@ version = "2.22.1"
 description = "Google Cloud Secret Manager API client library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "google_cloud_secret_manager-2.22.1-py2.py3-none-any.whl", hash = "sha256:f18c5094d2d462a58d1ef23cd62895f68ad0adebf96f6b8612f35197a456908c"},
     {file = "google_cloud_secret_manager-2.22.1.tar.gz", hash = "sha256:f245e505b429990388f0f92cd4a24d424a4c4cdc2acb866e52c24e7680d15e77"},
@@ -790,7 +1055,7 @@ google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extr
 google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
 grpc-google-iam-v1 = ">=0.12.4,<1.0.0dev"
 proto-plus = [
-    {version = ">=1.22.3,<2.0.0dev", markers = "python_version < \"3.13\""},
+    {version = ">=1.22.3,<2.0.0dev"},
     {version = ">=1.25.0,<2.0.0dev", markers = "python_version >= \"3.13\""},
 ]
 protobuf = ">=3.20.2,<4.21.0 || >4.21.0,<4.21.1 || >4.21.1,<4.21.2 || >4.21.2,<4.21.3 || >4.21.3,<4.21.4 || >4.21.4,<4.21.5 || >4.21.5,<6.0.0dev"
@@ -801,6 +1066,7 @@ version = "1.66.0"
 description = "Common protobufs used in Google APIs"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "googleapis_common_protos-1.66.0-py2.py3-none-any.whl", hash = "sha256:d7abcd75fabb2e0ec9f74466401f6c119a0b498e27370e9be4c94cb7e382b8ed"},
     {file = "googleapis_common_protos-1.66.0.tar.gz", hash = "sha256:c3e7b33d15fdca5374cc0a7346dd92ffa847425cc4ea941d970f13680052ec8c"},
@@ -819,6 +1085,8 @@ version = "3.1.1"
 description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
+markers = "(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\") and python_version <= \"3.13\""
 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"},
@@ -905,6 +1173,7 @@ version = "0.14.0"
 description = "IAM API client library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "grpc_google_iam_v1-0.14.0-py2.py3-none-any.whl", hash = "sha256:fb4a084b30099ba3ab07d61d620a0d4429570b13ff53bd37bac75235f98b7da4"},
     {file = "grpc_google_iam_v1-0.14.0.tar.gz", hash = "sha256:c66e07aa642e39bb37950f9e7f491f70dad150ac9801263b42b2814307c2df99"},
@@ -921,6 +1190,7 @@ version = "1.69.0"
 description = "HTTP/2-based RPC framework"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "grpcio-1.69.0-cp310-cp310-linux_armv7l.whl", hash = "sha256:2060ca95a8db295ae828d0fc1c7f38fb26ccd5edf9aa51a0f44251f5da332e97"},
     {file = "grpcio-1.69.0-cp310-cp310-macosx_12_0_universal2.whl", hash = "sha256:2e52e107261fd8fa8fa457fe44bfadb904ae869d87c1280bf60f93ecd3e79278"},
@@ -988,6 +1258,7 @@ version = "1.69.0"
 description = "Status proto mapping for gRPC"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "grpcio_status-1.69.0-py3-none-any.whl", hash = "sha256:d6b2a3c9562c03a817c628d7ba9a925e209c228762d6d7677ae5c9401a542853"},
     {file = "grpcio_status-1.69.0.tar.gz", hash = "sha256:595ef84e5178d6281caa732ccf68ff83259241608d26b0e9c40a5e66eee2a2d2"},
@@ -1004,17 +1275,41 @@ 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"]
 files = [
     {file = "h11-0.14.0-py3-none-any.whl", hash = "sha256:e3fe4ac4b851c468cc8363d500db52c2ead036020723024a109d37346efaa761"},
     {file = "h11-0.14.0.tar.gz", hash = "sha256:8f19fbbe99e72420ff35c00b27a34cb9937e902a8b810e2c88300c6f0a3b699d"},
 ]
 
+[[package]]
+name = "hf-xet"
+version = "1.1.5"
+description = "Fast transfer of large files with the Hugging Face Hub."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""
+files = [
+    {file = "hf_xet-1.1.5-cp37-abi3-macosx_10_12_x86_64.whl", hash = "sha256:f52c2fa3635b8c37c7764d8796dfa72706cc4eded19d638331161e82b0792e23"},
+    {file = "hf_xet-1.1.5-cp37-abi3-macosx_11_0_arm64.whl", hash = "sha256:9fa6e3ee5d61912c4a113e0708eaaef987047616465ac7aa30f7121a48fc1af8"},
+    {file = "hf_xet-1.1.5-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:fc874b5c843e642f45fd85cda1ce599e123308ad2901ead23d3510a47ff506d1"},
+    {file = "hf_xet-1.1.5-cp37-abi3-manylinux_2_28_aarch64.whl", hash = "sha256:dbba1660e5d810bd0ea77c511a99e9242d920790d0e63c0e4673ed36c4022d18"},
+    {file = "hf_xet-1.1.5-cp37-abi3-musllinux_1_2_aarch64.whl", hash = "sha256:ab34c4c3104133c495785d5d8bba3b1efc99de52c02e759cf711a91fd39d3a14"},
+    {file = "hf_xet-1.1.5-cp37-abi3-musllinux_1_2_x86_64.whl", hash = "sha256:83088ecea236d5113de478acb2339f92c95b4fb0462acaa30621fac02f5a534a"},
+    {file = "hf_xet-1.1.5-cp37-abi3-win_amd64.whl", hash = "sha256:73e167d9807d166596b4b2f0b585c6d5bd84a26dea32843665a8b58f6edba245"},
+    {file = "hf_xet-1.1.5.tar.gz", hash = "sha256:69ebbcfd9ec44fdc2af73441619eeb06b94ee34511bbcf57cd423820090f5694"},
+]
+
+[package.extras]
+tests = ["pytest"]
+
 [[package]]
 name = "httpcore"
 version = "1.0.7"
 description = "A minimal low-level HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpcore-1.0.7-py3-none-any.whl", hash = "sha256:a3fff8f43dc260d5bd363d9f9cf1830fa3a458b332856f34282de498ed420edd"},
     {file = "httpcore-1.0.7.tar.gz", hash = "sha256:8551cb62a169ec7162ac7be8d4817d561f60e08eaa485234898414bb5a8a0b4c"},
@@ -1036,6 +1331,7 @@ version = "0.28.1"
 description = "The next generation HTTP client."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "httpx-0.28.1-py3-none-any.whl", hash = "sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad"},
     {file = "httpx-0.28.1.tar.gz", hash = "sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc"},
@@ -1048,7 +1344,7 @@ httpcore = "==1.*"
 idna = "*"
 
 [package.extras]
-brotli = ["brotli", "brotlicffi"]
+brotli = ["brotli ; platform_python_implementation == \"CPython\"", "brotlicffi ; platform_python_implementation != \"CPython\""]
 cli = ["click (==8.*)", "pygments (==2.*)", "rich (>=10,<14)"]
 http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
@@ -1060,6 +1356,7 @@ version = "0.1.4"
 description = "This package provides utilities to add AWS Signature V4 authentication infrormation to calls made by python httpx library."
 optional = false
 python-versions = ">=3.6.2,<4.0"
+groups = ["main"]
 files = [
     {file = "httpx-auth-awssigv4-0.1.4.tar.gz", hash = "sha256:6e8c87c9367896db6eea28a2195cb85a61ddf374cffab2070b2d044c3343625d"},
     {file = "httpx_auth_awssigv4-0.1.4-py3-none-any.whl", hash = "sha256:e58ea5abf976cf4d6ef7643088e8e8002a557ca0520b076c56a9b9a14141bfae"},
@@ -1079,20 +1376,61 @@ 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"},
 ]
 
+[[package]]
+name = "huggingface-hub"
+version = "0.33.0"
+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-0.33.0-py3-none-any.whl", hash = "sha256:e8668875b40c68f9929150d99727d39e5ebb8a05a98e4191b908dc7ded9074b3"},
+    {file = "huggingface_hub-0.33.0.tar.gz", hash = "sha256:aa31f70d29439d00ff7a33837c03f1f9dd83971ce4e29ad664d63ffb17d3bb97"},
+]
+
+[package.dependencies]
+filelock = "*"
+fsspec = ">=2023.5.0"
+hf-xet = {version = ">=1.1.2,<2.0.0", markers = "platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"arm64\" or platform_machine == \"aarch64\""}
+packaging = ">=20.9"
+pyyaml = ">=5.1"
+requests = "*"
+tqdm = ">=4.42.1"
+typing-extensions = ">=3.7.4.3"
+
+[package.extras]
+all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+cli = ["InquirerPy (==0.3.4)"]
+dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.9.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
+fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
+hf-transfer = ["hf-transfer (>=0.1.4)"]
+hf-xet = ["hf-xet (>=1.1.2,<2.0.0)"]
+inference = ["aiohttp"]
+mcp = ["aiohttp", "mcp (>=1.8.0)", "typer"]
+oauth = ["authlib (>=1.3.2)", "fastapi", "httpx", "itsdangerous"]
+quality = ["libcst (==1.4.0)", "mypy (==1.15.0) ; python_version >= \"3.9\"", "mypy (>=1.14.1,<1.15.0) ; python_version == \"3.8\"", "ruff (>=0.9.0)"]
+tensorflow = ["graphviz", "pydot", "tensorflow"]
+tensorflow-testing = ["keras (<3.0)", "tensorflow"]
+testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "authlib (>=1.3.2)", "fastapi", "gradio (>=4.0.0)", "httpx", "itsdangerous", "jedi", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "soundfile", "urllib3 (<2.0)"]
+torch = ["safetensors[torch]", "torch"]
+typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
+
 [[package]]
 name = "humanize"
-version = "4.11.0"
+version = "4.12.3"
 description = "Python humanize utilities"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "humanize-4.11.0-py3-none-any.whl", hash = "sha256:b53caaec8532bcb2fff70c8826f904c35943f8cecaca29d272d9df38092736c0"},
-    {file = "humanize-4.11.0.tar.gz", hash = "sha256:e66f36020a2d5a974c504bd2555cf770621dbdbb6d82f94a6857c0b1ea2608be"},
+    {file = "humanize-4.12.3-py3-none-any.whl", hash = "sha256:2cbf6370af06568fa6d2da77c86edb7886f3160ecd19ee1ffef07979efc597f6"},
+    {file = "humanize-4.12.3.tar.gz", hash = "sha256:8430be3a615106fdfceb0b2c1b41c4c98c6b0fc5cc59663a5539b111dd325fb0"},
 ]
 
 [package.extras]
@@ -1104,6 +1442,7 @@ version = "2.6.6"
 description = "File identification library for Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "identify-2.6.6-py2.py3-none-any.whl", hash = "sha256:cbd1810bce79f8b671ecb20f53ee0ae8e86ae84b557de31d89709dc2a48ba881"},
     {file = "identify-2.6.6.tar.gz", hash = "sha256:7bec12768ed44ea4761efb47806f0a41f86e7c0a5fdf5950d4648c90eca7e251"},
@@ -1118,6 +1457,7 @@ version = "3.10"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
 python-versions = ">=3.6"
+groups = ["main"]
 files = [
     {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
     {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
@@ -1132,6 +1472,7 @@ version = "3.1.5"
 description = "A very fast and expressive template engine."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jinja2-3.1.5-py3-none-any.whl", hash = "sha256:aba0f4dc9ed8013c424088f68a5c226f7d6097ed89b246d7749c2ec4175c6adb"},
     {file = "jinja2-3.1.5.tar.gz", hash = "sha256:8fefff8dc3034e27bb80d67c671eb8a9bc424c0ef4c0826edbff304cceff43bb"},
@@ -1149,6 +1490,7 @@ version = "0.8.2"
 description = "Fast iterable JSON parser."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "jiter-0.8.2-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:ca8577f6a413abe29b079bc30f907894d7eb07a865c4df69475e868d73e71c7b"},
     {file = "jiter-0.8.2-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b25bd626bde7fb51534190c7e3cb97cee89ee76b76d7585580e22f34f5e3f393"},
@@ -1234,17 +1576,31 @@ 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"},
 ]
 
+[[package]]
+name = "joblib"
+version = "1.5.1"
+description = "Lightweight pipelining with Python functions"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "joblib-1.5.1-py3-none-any.whl", hash = "sha256:4719a31f054c7d766948dcd83e9613686b27114f190f717cec7eaa2084f8a74a"},
+    {file = "joblib-1.5.1.tar.gz", hash = "sha256:f4f86e351f39fe3d0d32a9f2c3d8af1ee4cec285aafcb27003dda5205576b444"},
+]
+
 [[package]]
 name = "jsonpatch"
 version = "1.33"
 description = "Apply JSON-Patches (RFC 6902)"
 optional = false
 python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*, !=3.5.*, !=3.6.*"
+groups = ["main"]
 files = [
     {file = "jsonpatch-1.33-py2.py3-none-any.whl", hash = "sha256:0ae28c0cd062bbd8b8ecc26d7d164fbbea9652a1a3693f3b956c1eae5145dade"},
     {file = "jsonpatch-1.33.tar.gz", hash = "sha256:9fcd4009c41e6d12348b4a0ff2563ba56a2923a7dfee731d004e212e1ee5030c"},
@@ -1259,6 +1615,7 @@ version = "3.0.0"
 description = "Identify specific nodes in a JSON document (RFC 6901)"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "jsonpointer-3.0.0-py2.py3-none-any.whl", hash = "sha256:13e088adc14fca8b6aa8177c044e12701e6ad4b28ff10e65f2267a90109c9942"},
     {file = "jsonpointer-3.0.0.tar.gz", hash = "sha256:2b2d729f2091522d61c3b31f82e11870f60b68f43fbc705cb76bf4b832af59ef"},
@@ -1266,53 +1623,93 @@ files = [
 
 [[package]]
 name = "langchain"
-version = "0.3.15"
+version = "0.3.26"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "langchain-0.3.15-py3-none-any.whl", hash = "sha256:2657735184054cae8181ac43fce6cbc9ee64ca81a2ad2aed3ccd6e5d6fe1f19f"},
-    {file = "langchain-0.3.15.tar.gz", hash = "sha256:1204d67f8469cd8da5621d2b39501650a824d4c0d5a74264dfe3df9a7528897e"},
+    {file = "langchain-0.3.26-py3-none-any.whl", hash = "sha256:361bb2e61371024a8c473da9f9c55f4ee50f269c5ab43afdb2b1309cb7ac36cf"},
+    {file = "langchain-0.3.26.tar.gz", hash = "sha256:8ff034ee0556d3e45eff1f1e96d0d745ced57858414dba7171c8ebdbeb5580c9"},
 ]
 
 [package.dependencies]
-aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.3.31,<0.4.0"
-langchain-text-splitters = ">=0.3.3,<0.4.0"
-langsmith = ">=0.1.17,<0.4"
-numpy = [
-    {version = ">=1.22.4,<2", markers = "python_version < \"3.12\""},
-    {version = ">=1.26.2,<3", markers = "python_version >= \"3.12\""},
-]
+langchain-core = ">=0.3.66,<1.0.0"
+langchain-text-splitters = ">=0.3.8,<1.0.0"
+langsmith = ">=0.1.17"
 pydantic = ">=2.7.4,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
 SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
+[package.extras]
+anthropic = ["langchain-anthropic"]
+aws = ["langchain-aws"]
+azure-ai = ["langchain-azure-ai"]
+cohere = ["langchain-cohere"]
+community = ["langchain-community"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-version = "0.3.15"
+version = "0.3.21"
 description = "Community contributed LangChain integrations."
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.13\""
 files = [
-    {file = "langchain_community-0.3.15-py3-none-any.whl", hash = "sha256:5b6ac359f75922a826566f94eb9a9b5c763cc78f395f0baf2f5638e62fdae1dd"},
-    {file = "langchain_community-0.3.15.tar.gz", hash = "sha256:c2fee46a0ea1b94c475bd4263edb53d5615dbe37c5263480bf55cb8e465ac235"},
+    {file = "langchain_community-0.3.21-py3-none-any.whl", hash = "sha256:8cb9bbb7ef15e5eea776193528dd0e0e1299047146d0c78b6c696ae2dc62e81f"},
+    {file = "langchain_community-0.3.21.tar.gz", hash = "sha256:b87b9992cbeea7553ed93e3d39faf9893a8690318485f7dc861751c7878729f7"},
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
 dataclasses-json = ">=0.5.7,<0.7"
-httpx-sse = ">=0.4.0,<0.5.0"
-langchain = ">=0.3.15,<0.4.0"
-langchain-core = ">=0.3.31,<0.4.0"
+httpx-sse = ">=0.4.0,<1.0.0"
+langchain = ">=0.3.23,<1.0.0"
+langchain-core = ">=0.3.51,<1.0.0"
 langsmith = ">=0.1.125,<0.4"
-numpy = [
-    {version = ">=1.22.4,<2", markers = "python_version < \"3.12\""},
-    {version = ">=1.26.2,<3", markers = "python_version >= \"3.12\""},
+numpy = ">=1.26.2,<3"
+pydantic-settings = ">=2.4.0,<3.0.0"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
+
+[[package]]
+name = "langchain-community"
+version = "0.3.26"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.13\""
+files = [
+    {file = "langchain_community-0.3.26-py3-none-any.whl", hash = "sha256:b25a553ee9d44a6c02092a440da6c561a9312c7013ffc25365ac3f8694edb53a"},
+    {file = "langchain_community-0.3.26.tar.gz", hash = "sha256:49f9d71dc20bc42ccecd6875d02fafef1be0e211a0b22cecbd678f5fd3719487"},
 ]
+
+[package.dependencies]
+aiohttp = ">=3.8.3,<4.0.0"
+dataclasses-json = ">=0.5.7,<0.7"
+httpx-sse = ">=0.4.0,<1.0.0"
+langchain = ">=0.3.26,<1.0.0"
+langchain-core = ">=0.3.66,<1.0.0"
+langsmith = ">=0.1.125"
+numpy = {version = ">=1.26.2", markers = "python_version < \"3.13\""}
 pydantic-settings = ">=2.4.0,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
@@ -1321,23 +1718,21 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10"
 
 [[package]]
 name = "langchain-core"
-version = "0.3.31"
+version = "0.3.66"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.9"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
-    {file = "langchain_core-0.3.31-py3-none-any.whl", hash = "sha256:882e64ad95887c951dce8e835889e43263b11848c394af3b73e06912624bd743"},
-    {file = "langchain_core-0.3.31.tar.gz", hash = "sha256:5ffa56354c07de9efaa4139609659c63e7d9b29da2c825f6bab9392ec98300df"},
+    {file = "langchain_core-0.3.66-py3-none-any.whl", hash = "sha256:65cd6c3659afa4f91de7aa681397a0c53ff9282425c281e53646dd7faf16099e"},
+    {file = "langchain_core-0.3.66.tar.gz", hash = "sha256:350c92e792ec1401f4b740d759b95f297710a50de29e1be9fbfff8676ef62117"},
 ]
 
 [package.dependencies]
 jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.125,<0.4"
+langsmith = ">=0.3.45"
 packaging = ">=23.2,<25"
-pydantic = [
-    {version = ">=2.5.2,<3.0.0", markers = "python_full_version < \"3.12.4\""},
-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
-]
+pydantic = ">=2.7.4"
 PyYAML = ">=5.3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
 typing-extensions = ">=4.7"
@@ -1348,6 +1743,7 @@ version = "0.2.14"
 description = "An integration package connecting OpenAI and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_openai-0.2.14-py3-none-any.whl", hash = "sha256:d232496662f79ece9a11caf7d798ba863e559c771bc366814f7688e0fe664fe8"},
     {file = "langchain_openai-0.2.14.tar.gz", hash = "sha256:7a514f309e356b182a337c0ed36ab3fbe34d9834a235a3b85cb7f91ae775d978"},
@@ -1364,6 +1760,7 @@ version = "0.0.12"
 description = "An integration package connecting Postgres and LangChain"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
     {file = "langchain_postgres-0.0.12-py3-none-any.whl", hash = "sha256:b3a8e8fa318ecea1874675ae2bed08fc320e7d4c4f65e016f95808d1164dad51"},
     {file = "langchain_postgres-0.0.12.tar.gz", hash = "sha256:fe44c8073345463720355c86b676c56fc867d5c0995066353f60f2a5d01d0d0d"},
@@ -1379,27 +1776,29 @@ sqlalchemy = ">=2,<3"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.3.5"
+version = "0.3.8"
 description = "LangChain text splitting utilities"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
-    {file = "langchain_text_splitters-0.3.5-py3-none-any.whl", hash = "sha256:8c9b059827438c5fa8f327b4df857e307828a5ec815163c9b5c9569a3e82c8ee"},
-    {file = "langchain_text_splitters-0.3.5.tar.gz", hash = "sha256:11cb7ca3694e5bdd342bc16d3875b7f7381651d4a53cbb91d34f22412ae16443"},
+    {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"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.3.29,<0.4.0"
+langchain-core = ">=0.3.51,<1.0.0"
 
 [[package]]
 name = "langfuse"
-version = "2.57.11"
+version = "2.60.8"
 description = "A client library for accessing langfuse"
 optional = false
 python-versions = "<4.0,>=3.9"
+groups = ["main"]
 files = [
-    {file = "langfuse-2.57.11-py3-none-any.whl", hash = "sha256:c9a074c68de62b7a7b144c02577a1a124df84274f13c80488f077147e93d6e78"},
-    {file = "langfuse-2.57.11.tar.gz", hash = "sha256:f1c220decdd9c858fb58916af1775ac999836859553c6ffef33ebf2197030697"},
+    {file = "langfuse-2.60.8-py3-none-any.whl", hash = "sha256:072b050ae4c20f81556b9c4c751359bc76de70970636225b32760d1bd4b93042"},
+    {file = "langfuse-2.60.8.tar.gz", hash = "sha256:0125841e8503b9ce1f405ab95411a7af2c244106e70eba99726c1f1a743cd164"},
 ]
 
 [package.dependencies]
@@ -1419,27 +1818,259 @@ openai = ["openai (>=0.27.8)"]
 
 [[package]]
 name = "langsmith"
-version = "0.1.147"
+version = "0.3.45"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version >= \"3.13\""
 files = [
-    {file = "langsmith-0.1.147-py3-none-any.whl", hash = "sha256:7166fc23b965ccf839d64945a78e9f1157757add228b086141eb03a60d699a15"},
-    {file = "langsmith-0.1.147.tar.gz", hash = "sha256:2e933220318a4e73034657103b3b1a3a6109cc5db3566a7e8e03be8d6d7def7a"},
+    {file = "langsmith-0.3.45-py3-none-any.whl", hash = "sha256:5b55f0518601fa65f3bb6b1a3100379a96aa7b3ed5e9380581615ba9c65ed8ed"},
+    {file = "langsmith-0.3.45.tar.gz", hash = "sha256:1df3c6820c73ed210b2c7bc5cdb7bfa19ddc9126cd03fdf0da54e2e171e6094d"},
 ]
 
 [package.dependencies]
 httpx = ">=0.23.0,<1"
 orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
+packaging = ">=23.2"
+pydantic = {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""}
+requests = ">=2,<3"
+requests-toolbelt = ">=1.0.0,<2.0.0"
+zstandard = ">=0.23.0,<0.24.0"
+
+[package.extras]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
+otel = ["opentelemetry-api (>=1.30.0,<2.0.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0,<2.0.0)", "opentelemetry-sdk (>=1.30.0,<2.0.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
+
+[[package]]
+name = "langsmith"
+version = "0.4.1"
+description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.13\""
+files = [
+    {file = "langsmith-0.4.1-py3-none-any.whl", hash = "sha256:19c4c40bbb6735cb1136c453b2edcde265ca5ba1b108b7e0e3583ec4bda28625"},
+    {file = "langsmith-0.4.1.tar.gz", hash = "sha256:ae8ec403fb2b9cabcfc3b0c54556d65555598c85879dac83b009576927f7eb1d"},
+]
+
+[package.dependencies]
+httpx = ">=0.23.0,<1"
+orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
+packaging = ">=23.2"
 pydantic = [
     {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
     {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
 ]
 requests = ">=2,<3"
 requests-toolbelt = ">=1.0.0,<2.0.0"
+zstandard = ">=0.23.0,<0.24.0"
 
 [package.extras]
 langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+openai-agents = ["openai-agents (>=0.0.3,<0.1)"]
+otel = ["opentelemetry-api (>=1.30.0,<2.0.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0,<2.0.0)", "opentelemetry-sdk (>=1.30.0,<2.0.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4,<14.0.0)"]
+
+[[package]]
+name = "linkify-it-py"
+version = "2.0.3"
+description = "Links recognition library with FULL unicode support."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "linkify-it-py-2.0.3.tar.gz", hash = "sha256:68cda27e162e9215c17d786649d1da0021a451bdc436ef9e0fa0ba5234b9b048"},
+    {file = "linkify_it_py-2.0.3-py3-none-any.whl", hash = "sha256:6bcbc417b0ac14323382aef5c5192c0075bf8a9d6b41820a2b66371eac6b6d79"},
+]
+
+[package.dependencies]
+uc-micro-py = "*"
+
+[package.extras]
+benchmark = ["pytest", "pytest-benchmark"]
+dev = ["black", "flake8", "isort", "pre-commit", "pyproject-flake8"]
+doc = ["myst-parser", "sphinx", "sphinx-book-theme"]
+test = ["coverage", "pytest", "pytest-cov"]
+
+[[package]]
+name = "lxml"
+version = "5.4.0"
+description = "Powerful and Pythonic XML processing library combining libxml2/libxslt with the ElementTree API."
+optional = false
+python-versions = ">=3.6"
+groups = ["main"]
+files = [
+    {file = "lxml-5.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e7bc6df34d42322c5289e37e9971d6ed114e3776b45fa879f734bded9d1fea9c"},
+    {file = "lxml-5.4.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:6854f8bd8a1536f8a1d9a3655e6354faa6406621cf857dc27b681b69860645c7"},
+    {file = "lxml-5.4.0-cp310-cp310-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:696ea9e87442467819ac22394ca36cb3d01848dad1be6fac3fb612d3bd5a12cf"},
+    {file = "lxml-5.4.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:6ef80aeac414f33c24b3815ecd560cee272786c3adfa5f31316d8b349bfade28"},
+    {file = "lxml-5.4.0-cp310-cp310-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:3b9c2754cef6963f3408ab381ea55f47dabc6f78f4b8ebb0f0b25cf1ac1f7609"},
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+source = ["Cython (>=3.0.11,<3.1.0)"]
+
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+optional = false
+python-versions = ">=3.8"
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+mdit-py-plugins = {version = "*", optional = true, markers = "extra == \"plugins\""}
+mdurl = ">=0.1,<1.0"
+
+[package.extras]
+benchmarking = ["psutil", "pytest", "pytest-benchmark"]
+code-style = ["pre-commit (>=3.0,<4.0)"]
+compare = ["commonmark (>=0.9,<1.0)", "markdown (>=3.4,<4.0)", "mistletoe (>=1.0,<2.0)", "mistune (>=2.0,<3.0)", "panflute (>=2.3,<3.0)"]
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+profiling = ["gprof2dot"]
+rtd = ["jupyter_sphinx", "mdit-py-plugins", "myst-parser", "pyyaml", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinx_book_theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
 
 [[package]]
 name = "markupsafe"
@@ -1447,6 +2078,7 @@ version = "3.0.2"
 description = "Safely add untrusted strings to HTML/XML markup."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -1517,6 +2149,7 @@ version = "3.25.1"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
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@@ -1530,12 +2163,57 @@ dev = ["marshmallow[tests]", "pre-commit (>=3.5,<5.0)", "tox"]
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 tests = ["pytest", "simplejson"]
 
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+description = "Collection of plugins for markdown-it-py"
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+python-versions = ">=3.8"
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+rtd = ["myst-parser", "sphinx-book-theme"]
+testing = ["coverage", "pytest", "pytest-cov", "pytest-regressions"]
+
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+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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 [[package]]
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 description = "multidict implementation"
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 python-versions = ">=3.8"
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@@ -1634,23 +2312,88 @@ files = [
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 typing-extensions = {version = ">=4.1.0", markers = "python_version < \"3.11\""}
 
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 python-versions = ">=3.5"
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+description = "Patch asyncio to allow nested event loops"
+optional = false
+python-versions = ">=3.5"
+groups = ["main"]
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+[package.dependencies]
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+tqdm = "*"
+
+[package.extras]
+all = ["matplotlib", "numpy", "pyparsing", "python-crfsuite", "requests", "scikit-learn", "scipy", "twython"]
+corenlp = ["requests"]
+machine-learning = ["numpy", "python-crfsuite", "scikit-learn", "scipy"]
+plot = ["matplotlib"]
+tgrep = ["pyparsing"]
+twitter = ["twython"]
+
 [[package]]
 name = "nodeenv"
 version = "1.9.1"
 description = "Node.js virtual environment builder"
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
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@@ -1662,6 +2405,7 @@ version = "1.26.4"
 description = "Fundamental package for array computing in Python"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -1707,6 +2451,7 @@ version = "1.59.9"
 description = "The official Python library for the openai API"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -1732,6 +2477,7 @@ 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 = [
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@@ -1746,6 +2492,7 @@ version = "2.8.0"
 description = "Python client for OpenSearch"
 optional = false
 python-versions = "<4,>=3.8"
+groups = ["main"]
 files = [
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@@ -1770,6 +2517,8 @@ version = "3.10.15"
 description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_python_implementation != \"PyPy\""
 files = [
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@@ -1858,6 +2607,7 @@ version = "24.2"
 description = "Core utilities for Python packages"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -1869,6 +2619,7 @@ version = "2.2.3"
 description = "Powerful data structures for data analysis, time series, and statistics"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -1916,9 +2667,9 @@ files = [
 
 [package.dependencies]
 numpy = [
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     {version = ">=1.23.2", markers = "python_version == \"3.11\""},
     {version = ">=1.26.0", markers = "python_version >= \"3.12\""},
+    {version = ">=1.22.4", markers = "python_version < \"3.11\""},
 ]
 python-dateutil = ">=2.8.2"
 pytz = ">=2020.1"
@@ -1955,17 +2706,18 @@ version = "17.1.0"
 description = "A module wrapper for os.path"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 ]
 
 [package.extras]
-check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1)"]
+check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 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 = ["appdirs", "more_itertools", "packaging", "pygments", "pytest (>=6,!=8.1.*)", "pywin32"]
+test = ["appdirs", "more_itertools", "packaging", "pygments", "pytest (>=6,!=8.1.*)", "pywin32 ; platform_system == \"Windows\" and python_version < \"3.12\""]
 type = ["pytest-mypy"]
 
 [[package]]
@@ -1974,6 +2726,7 @@ version = "0.2.5"
 description = "pgvector support for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 ]
@@ -1981,12 +2734,113 @@ files = [
 [package.dependencies]
 numpy = "*"
 
+[[package]]
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+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+]
+
+[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 ; python_version < \"3.10\""]
+xmp = ["defusedxml"]
+
 [[package]]
 name = "platformdirs"
 version = "4.3.6"
 description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -1997,15 +2851,36 @@ docs = ["furo (>=2024.8.6)", "proselint (>=0.14)", "sphinx (>=8.0.2)", "sphinx-a
 test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=8.3.2)", "pytest-cov (>=5)", "pytest-mock (>=3.14)"]
 type = ["mypy (>=1.11.2)"]
 
+[[package]]
+name = "portalocker"
+version = "3.2.0"
+description = "Wraps the portalocker recipe for easy usage"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
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+    {file = "portalocker-3.2.0.tar.gz", hash = "sha256:1f3002956a54a8c3730586c5c77bf18fae4149e07eaf1c29fc3faf4d5a3f89ac"},
+]
+
+[package.dependencies]
+pywin32 = {version = ">=226", markers = "platform_system == \"Windows\""}
+
+[package.extras]
+docs = ["portalocker[tests]"]
+redis = ["redis"]
+tests = ["coverage-conditional-plugin (>=0.9.0)", "portalocker[redis]", "pytest (>=5.4.1)", "pytest-cov (>=2.8.1)", "pytest-mypy (>=0.8.0)", "pytest-rerunfailures (>=15.0)", "pytest-timeout (>=2.1.0)", "sphinx (>=6.0.0)", "types-pywin32 (>=310.0.0.20250429)", "types-redis"]
+
 [[package]]
 name = "pre-commit"
-version = "4.1.0"
+version = "4.2.0"
 description = "A framework for managing and maintaining multi-language pre-commit hooks."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -2021,6 +2896,7 @@ version = "0.2.1"
 description = "Accelerated property cache"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
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@@ -2112,6 +2988,7 @@ version = "1.25.0"
 description = "Beautiful, Pythonic protocol buffers."
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
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@@ -2129,6 +3006,7 @@ version = "5.29.3"
 description = ""
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2149,6 +3027,7 @@ version = "3.2.4"
 description = "PostgreSQL database adapter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2160,8 +3039,8 @@ typing-extensions = {version = ">=4.6", markers = "python_version < \"3.13\""}
 tzdata = {version = "*", markers = "sys_platform == \"win32\""}
 
 [package.extras]
-binary = ["psycopg-binary (==3.2.4)"]
-c = ["psycopg-c (==3.2.4)"]
+binary = ["psycopg-binary (==3.2.4) ; implementation_name != \"pypy\""]
+c = ["psycopg-c (==3.2.4) ; implementation_name != \"pypy\""]
 dev = ["ast-comments (>=1.1.2)", "black (>=24.1.0)", "codespell (>=2.2)", "dnspython (>=2.1)", "flake8 (>=4.0)", "mypy (>=1.14)", "pre-commit (>=4.0.1)", "types-setuptools (>=57.4)", "wheel (>=0.37)"]
 docs = ["Sphinx (>=5.0)", "furo (==2022.6.21)", "sphinx-autobuild (>=2021.3.14)", "sphinx-autodoc-typehints (>=1.12)"]
 pool = ["psycopg-pool"]
@@ -2173,6 +3052,8 @@ version = "3.2.4"
 description = "PostgreSQL database adapter for Python -- C optimisation distribution"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
+markers = "implementation_name != \"pypy\""
 files = [
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@@ -2247,6 +3128,7 @@ version = "3.2.4"
 description = "Connection Pool for Psycopg"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2255,12 +3137,81 @@ files = [
 [package.dependencies]
 typing-extensions = ">=4.6"
 
+[[package]]
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+version = "20.0.0"
+description = "Python library for Apache Arrow"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
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+]
+
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
 [[package]]
 name = "pyasn1"
 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 = [
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@@ -2272,6 +3223,7 @@ version = "0.4.1"
 description = "A collection of ASN.1-based protocols modules"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2280,133 +3232,148 @@ files = [
 [package.dependencies]
 pyasn1 = ">=0.4.6,<0.7.0"
 
+[[package]]
+name = "pycparser"
+version = "2.22"
+description = "C parser in Python"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "platform_python_implementation == \"PyPy\""
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+]
+
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 description = "Data validation using Python type hints"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
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 typing-extensions = ">=4.12.2"
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 [package.extras]
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-timezone = ["tzdata"]
+timezone = ["tzdata ; python_version >= \"3.9\" and platform_system == \"Windows\""]
 
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 ]
 
 [package.dependencies]
@@ -2418,6 +3385,7 @@ version = "2.7.1"
 description = "Settings management using Pydantic"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2432,12 +3400,28 @@ azure-key-vault = ["azure-identity (>=1.16.0)", "azure-keyvault-secrets (>=4.8.0
 toml = ["tomli (>=2.0.1)"]
 yaml = ["pyyaml (>=6.0.1)"]
 
+[[package]]
+name = "pygments"
+version = "2.19.2"
+description = "Pygments is a syntax highlighting package written in Python."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+]
+
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "python-dateutil"
 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"]
 files = [
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@@ -2448,24 +3432,56 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "1.0.1"
+version = "1.1.0"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
+groups = ["main"]
 files = [
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 ]
 
 [package.extras]
 cli = ["click (>=5.0)"]
 
+[[package]]
+name = "python-magic"
+version = "0.4.27"
+description = "File type identification using libmagic"
+optional = false
+python-versions = ">=2.7, !=3.0.*, !=3.1.*, !=3.2.*, !=3.3.*, !=3.4.*"
+groups = ["main"]
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+]
+
+[[package]]
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+version = "1.0.2"
+description = "Create, read, and update PowerPoint 2007+ (.pptx) files."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
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+    {file = "python_pptx-1.0.2.tar.gz", hash = "sha256:479a8af0eaf0f0d76b6f00b0887732874ad2e3188230315290cd1f9dd9cc7095"},
+]
+
+[package.dependencies]
+lxml = ">=3.1.0"
+Pillow = ">=3.3.2"
+typing-extensions = ">=4.9.0"
+XlsxWriter = ">=0.5.7"
+
 [[package]]
 name = "python-socks"
 version = "2.6.1"
 description = "Proxy (SOCKS4, SOCKS5, HTTP CONNECT) client for Python"
 optional = false
 python-versions = ">=3.8.0"
+groups = ["main"]
 files = [
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@@ -2476,7 +3492,7 @@ async-timeout = {version = ">=4.0", optional = true, markers = "python_version <
 
 [package.extras]
 anyio = ["anyio (>=3.3.4,<5.0.0)"]
-asyncio = ["async-timeout (>=4.0)"]
+asyncio = ["async-timeout (>=4.0) ; python_version < \"3.11\""]
 curio = ["curio (>=1.4)"]
 trio = ["trio (>=0.24)"]
 
@@ -2486,17 +3502,46 @@ version = "2024.2"
 description = "World timezone definitions, modern and historical"
 optional = false
 python-versions = "*"
+groups = ["main"]
 files = [
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 ]
 
+[[package]]
+name = "pywin32"
+version = "310"
+description = "Python for Window Extensions"
+optional = false
+python-versions = "*"
+groups = ["main"]
+markers = "platform_system == \"Windows\""
+files = [
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+]
+
 [[package]]
 name = "pyyaml"
 version = "6.0.2"
 description = "YAML parser and emitter for Python"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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@@ -2553,12 +3598,152 @@ files = [
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 ]
 
+[[package]]
+name = "ragas"
+version = "0.2.15"
+description = ""
+optional = false
+python-versions = ">=3.9"
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+    {file = "rapidfuzz-3.13.0-pp311-pypy311_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:cfcccc08f671646ccb1e413c773bb92e7bba789e3a1796fd49d23c12539fe2e4"},
+    {file = "rapidfuzz-3.13.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:1f219f1e3c3194d7a7de222f54450ce12bc907862ff9a8962d83061c1f923c86"},
+    {file = "rapidfuzz-3.13.0-pp39-pypy39_pp73-macosx_10_15_x86_64.whl", hash = "sha256:ccbd0e7ea1a216315f63ffdc7cd09c55f57851afc8fe59a74184cb7316c0598b"},
+    {file = "rapidfuzz-3.13.0-pp39-pypy39_pp73-macosx_11_0_arm64.whl", hash = "sha256:a50856f49a4016ef56edd10caabdaf3608993f9faf1e05c3c7f4beeac46bd12a"},
+    {file = "rapidfuzz-3.13.0-pp39-pypy39_pp73-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0fd05336db4d0b8348d7eaaf6fa3c517b11a56abaa5e89470ce1714e73e4aca7"},
+    {file = "rapidfuzz-3.13.0-pp39-pypy39_pp73-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:573ad267eb9b3f6e9b04febce5de55d8538a87c56c64bf8fd2599a48dc9d8b77"},
+    {file = "rapidfuzz-3.13.0-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:30fd1451f87ccb6c2f9d18f6caa483116bbb57b5a55d04d3ddbd7b86f5b14998"},
+    {file = "rapidfuzz-3.13.0-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:a6dd36d4916cf57ddb05286ed40b09d034ca5d4bca85c17be0cb6a21290597d9"},
+    {file = "rapidfuzz-3.13.0.tar.gz", hash = "sha256:d2eaf3839e52cbcc0accbe9817a67b4b0fcf70aaeb229cfddc1c28061f9ce5d8"},
+]
+
+[package.extras]
+all = ["numpy"]
+
 [[package]]
 name = "regex"
 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"},
@@ -2662,6 +3847,7 @@ version = "2.32.3"
 description = "Python HTTP for Humans."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "requests-2.32.3-py3-none-any.whl", hash = "sha256:70761cfe03c773ceb22aa2f671b4757976145175cdfca038c02654d061d6dcc6"},
     {file = "requests-2.32.3.tar.gz", hash = "sha256:55365417734eb18255590a9ff9eb97e9e1da868d4ccd6402399eaf68af20a760"},
@@ -2683,6 +3869,7 @@ 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"},
@@ -2691,12 +3878,50 @@ files = [
 [package.dependencies]
 requests = ">=2.0.1,<3.0.0"
 
+[[package]]
+name = "rich"
+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"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+typing-extensions = {version = ">=4.0.0,<5.0", markers = "python_version < \"3.11\""}
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
+[[package]]
+name = "rouge-score"
+version = "0.1.2"
+description = "Pure python implementation of ROUGE-1.5.5."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "rouge_score-0.1.2.tar.gz", hash = "sha256:c7d4da2683e68c9abf0135ef915d63a46643666f848e558a1b9f7ead17ff0f04"},
+]
+
+[package.dependencies]
+absl-py = "*"
+nltk = "*"
+numpy = "*"
+six = ">=1.14.0"
+
 [[package]]
 name = "rsa"
 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"},
@@ -2711,6 +3936,7 @@ version = "0.11.1"
 description = "An Amazon S3 Transfer Manager"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "s3transfer-0.11.1-py3-none-any.whl", hash = "sha256:8fa0aa48177be1f3425176dfe1ab85dcd3d962df603c3dbfc585e6bf857ef0ff"},
     {file = "s3transfer-0.11.1.tar.gz", hash = "sha256:3f25c900a367c8b7f7d8f9c34edc87e300bde424f779dc9f0a8ae4f9df9264f6"},
@@ -2722,12 +3948,38 @@ botocore = ">=1.36.0,<2.0a.0"
 [package.extras]
 crt = ["botocore[crt] (>=1.36.0,<2.0a.0)"]
 
+[[package]]
+name = "sacrebleu"
+version = "2.5.1"
+description = "Hassle-free computation of shareable, comparable, and reproducible BLEU, chrF, and TER scores"
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+files = [
+    {file = "sacrebleu-2.5.1-py3-none-any.whl", hash = "sha256:7c9f7ee75bec3a5bf19dd87112dfd654952130e403ad30c48298fb7da3212d5d"},
+    {file = "sacrebleu-2.5.1.tar.gz", hash = "sha256:1a088cc1c74ffaff0759c3191a85db09eecfa7a52e09be244e319d8d64e2fb11"},
+]
+
+[package.dependencies]
+colorama = "*"
+lxml = "*"
+numpy = ">=1.17"
+portalocker = "*"
+regex = "*"
+tabulate = ">=0.8.9"
+
+[package.extras]
+dev = ["lxml-stubs", "mypy", "pytest", "setuptools", "types-tabulate", "wheel"]
+ja = ["ipadic (>=1.0,<2.0)", "mecab-python3 (>=1.0.9,<2.0.0)"]
+ko = ["mecab-ko (>=1.0.0,<=1.0.1)", "mecab-ko-dic (>=1.0,<2.0)"]
+
 [[package]]
 name = "six"
 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"]
 files = [
     {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
     {file = "six-1.17.0.tar.gz", hash = "sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81"},
@@ -2739,6 +3991,7 @@ version = "1.3.1"
 description = "Sniff out which async library your code is running under"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2"},
     {file = "sniffio-1.3.1.tar.gz", hash = "sha256:f4324edc670a0f49750a81b895f35c3adb843cca46f0530f79fc1babb23789dc"},
@@ -2750,6 +4003,7 @@ version = "2.6"
 description = "A modern CSS selector implementation for Beautiful Soup."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "soupsieve-2.6-py3-none-any.whl", hash = "sha256:e72c4ff06e4fb6e4b5a9f0f55fe6e81514581fca1515028625d0f299c602ccc9"},
     {file = "soupsieve-2.6.tar.gz", hash = "sha256:e2e68417777af359ec65daac1057404a3c8a5455bb8abc36f1a9866ab1a51abb"},
@@ -2761,6 +4015,7 @@ version = "2.0.37"
 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
+groups = ["main"]
 files = [
     {file = "SQLAlchemy-2.0.37-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:da36c3b0e891808a7542c5c89f224520b9a16c7f5e4d6a1156955605e54aef0e"},
     {file = "SQLAlchemy-2.0.37-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:e7402ff96e2b073a98ef6d6142796426d705addd27b9d26c3b32dbaa06d7d069"},
@@ -2856,6 +4111,7 @@ version = "0.41.3"
 description = "The little ASGI library that shines."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "starlette-0.41.3-py3-none-any.whl", hash = "sha256:44cedb2b7c77a9de33a8b74b2b90e9f50d11fcf25d8270ea525ad71a25374ff7"},
     {file = "starlette-0.41.3.tar.gz", hash = "sha256:0e4ab3d16522a255be6b28260b938eae2482f98ce5cc934cb08dce8dc3ba5835"},
@@ -2867,12 +4123,28 @@ anyio = ">=3.4.0,<5"
 [package.extras]
 full = ["httpx (>=0.22.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.7)", "pyyaml"]
 
+[[package]]
+name = "tabulate"
+version = "0.9.0"
+description = "Pretty-print tabular data"
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "tabulate-0.9.0-py3-none-any.whl", hash = "sha256:024ca478df22e9340661486f85298cff5f6dcdba14f3813e8830015b9ed1948f"},
+    {file = "tabulate-0.9.0.tar.gz", hash = "sha256:0095b12bf5966de529c0feb1fa08671671b3368eec77d7ef7ab114be2c068b3c"},
+]
+
+[package.extras]
+widechars = ["wcwidth"]
+
 [[package]]
 name = "tenacity"
 version = "9.0.0"
 description = "Retry code until it succeeds"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "tenacity-9.0.0-py3-none-any.whl", hash = "sha256:93de0c98785b27fcf659856aa9f54bfbd399e29969b0621bc7f762bd441b4539"},
     {file = "tenacity-9.0.0.tar.gz", hash = "sha256:807f37ca97d62aa361264d497b0e31e92b8027044942bfa756160d908320d73b"},
@@ -2882,12 +4154,34 @@ files = [
 doc = ["reno", "sphinx"]
 test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
+[[package]]
+name = "textual"
+version = "3.5.0"
+description = "Modern Text User Interface framework"
+optional = false
+python-versions = "<4.0.0,>=3.8.1"
+groups = ["main"]
+files = [
+    {file = "textual-3.5.0-py3-none-any.whl", hash = "sha256:7c960efb70391b754e66201776793de2b26d699d51fb91f5f78401d13cec79a1"},
+    {file = "textual-3.5.0.tar.gz", hash = "sha256:c4a440338694672acf271c74904f1cf1e4a64c6761c056b02a561774b81a04f4"},
+]
+
+[package.dependencies]
+markdown-it-py = {version = ">=2.1.0", extras = ["linkify", "plugins"]}
+platformdirs = ">=3.6.0,<5"
+rich = ">=13.3.3"
+typing-extensions = ">=4.4.0,<5.0.0"
+
+[package.extras]
+syntax = ["tree-sitter (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-bash (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-css (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-go (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-html (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-java (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-javascript (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-json (>=0.24.0) ; python_version >= \"3.9\"", "tree-sitter-markdown (>=0.3.0) ; python_version >= \"3.9\"", "tree-sitter-python (>=0.23.0) ; python_version >= \"3.9\"", "tree-sitter-regex (>=0.24.0) ; python_version >= \"3.9\"", "tree-sitter-rust (>=0.23.0,<=0.23.2) ; python_version >= \"3.9\"", "tree-sitter-sql (>=0.3.0,<0.3.8) ; python_version >= \"3.9\"", "tree-sitter-toml (>=0.6.0) ; python_version >= \"3.9\"", "tree-sitter-xml (>=0.7.0) ; python_version >= \"3.9\"", "tree-sitter-yaml (>=0.6.0) ; python_version >= \"3.9\""]
+
 [[package]]
 name = "tiktoken"
 version = "0.8.0"
 description = "tiktoken is a fast BPE tokeniser for use with OpenAI's models"
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 files = [
     {file = "tiktoken-0.8.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b07e33283463089c81ef1467180e3e00ab00d46c2c4bbcef0acab5f771d6695e"},
     {file = "tiktoken-0.8.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:9269348cb650726f44dd3bbb3f9110ac19a8dcc8f54949ad3ef652ca22a38e21"},
@@ -2935,6 +4229,7 @@ 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"},
@@ -2956,6 +4251,7 @@ version = "4.12.2"
 description = "Backported and Experimental Type Hints for Python 3.8+"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
     {file = "typing_extensions-4.12.2-py3-none-any.whl", hash = "sha256:04e5ca0351e0f3f85c6853954072df659d0d13fac324d0072316b67d7794700d"},
     {file = "typing_extensions-4.12.2.tar.gz", hash = "sha256:1a7ead55c7e559dd4dee8856e3a88b41225abfe1ce8df57b7c13915fe121ffb8"},
@@ -2967,6 +4263,7 @@ 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"},
@@ -2976,30 +4273,62 @@ files = [
 mypy-extensions = ">=0.3.0"
 typing-extensions = ">=3.7.4"
 
+[[package]]
+name = "typing-inspection"
+version = "0.4.1"
+description = "Runtime typing introspection tools"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+files = [
+    {file = "typing_inspection-0.4.1-py3-none-any.whl", hash = "sha256:389055682238f53b04f7badcb49b989835495a96700ced5dab2d8feae4b26f51"},
+    {file = "typing_inspection-0.4.1.tar.gz", hash = "sha256:6ae134cc0203c33377d43188d4064e9b357dba58cff3185f22924610e70a9d28"},
+]
+
+[package.dependencies]
+typing-extensions = ">=4.12.0"
+
 [[package]]
 name = "tzdata"
 version = "2024.2"
 description = "Provider of IANA time zone data"
 optional = false
 python-versions = ">=2"
+groups = ["main"]
 files = [
     {file = "tzdata-2024.2-py2.py3-none-any.whl", hash = "sha256:a48093786cdcde33cad18c2555e8532f34422074448fbc874186f0abd79565cd"},
     {file = "tzdata-2024.2.tar.gz", hash = "sha256:7d85cc416e9382e69095b7bdf4afd9e3880418a2413feec7069d533d6b4e31cc"},
 ]
 
+[[package]]
+name = "uc-micro-py"
+version = "1.0.3"
+description = "Micro subset of unicode data files for linkify-it-py projects."
+optional = false
+python-versions = ">=3.7"
+groups = ["main"]
+files = [
+    {file = "uc-micro-py-1.0.3.tar.gz", hash = "sha256:d321b92cff673ec58027c04015fcaa8bb1e005478643ff4a500882eaab88c48a"},
+    {file = "uc_micro_py-1.0.3-py3-none-any.whl", hash = "sha256:db1dffff340817673d7b466ec86114a9dc0e9d4d9b5ba229d9d60e5c12600cd5"},
+]
+
+[package.extras]
+test = ["coverage", "pytest", "pytest-cov"]
+
 [[package]]
 name = "urllib3"
 version = "2.3.0"
 description = "HTTP library with thread-safe connection pooling, file post, and more."
 optional = false
 python-versions = ">=3.9"
+groups = ["main"]
 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)", "brotlicffi (>=0.8.0)"]
+brotli = ["brotli (>=1.0.9) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=0.8.0) ; platform_python_implementation != \"CPython\""]
 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
 zstd = ["zstandard (>=0.18.0)"]
@@ -3010,6 +4339,7 @@ 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"},
@@ -3021,7 +4351,7 @@ h11 = ">=0.8"
 typing-extensions = {version = ">=4.0", markers = "python_version < \"3.11\""}
 
 [package.extras]
-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)"]
+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)"]
 
 [[package]]
 name = "virtualenv"
@@ -3029,6 +4359,7 @@ version = "20.29.1"
 description = "Virtual Python Environment builder"
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 [package.extras]
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 [[package]]
 name = "wrapt"
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 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
+groups = ["main"]
 files = [
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 ]
 
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+]
+
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
+[package.extras]
+cffi = ["cffi (>=1.11)"]
+
 [metadata]
-lock-version = "2.0"
+lock-version = "2.1"
 python-versions = "^3.10"
-content-hash = "cc0c628a4c72cb0b67e9c873082613c284bf447c5d81e081fb22e12bb2876540"
+content-hash = "34219624a478006b552832897df31a3a853b9b86447a1a7e2e679391a60e11ec"
diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/pyproject.toml b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/pyproject.toml
index 807f426e0d..74ca186680 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/pyproject.toml
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/pyproject.toml
@@ -37,6 +37,7 @@ python-magic = "^0.4.27"
 markdown-it-py= "^3.0.0"
 backoff = "^2.2.1"
 more-itertools = "^10.6.0"
+textual = "^3.5.0"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
new file mode 100644
index 0000000000..f4d9b93526
--- /dev/null
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
@@ -0,0 +1,148 @@
+from textual.app import App, ComposeResult
+from textual.containers import Vertical, Horizontal
+from textual.widgets import Button, Input, Static, Checkbox
+import json
+import os
+
+class GenConfigApp(App):
+    CSS = """
+    Screen {
+        layout: vertical;
+        align: center middle;
+    }
+    #form {
+        height: auto;
+        width: 60%;
+    }
+    Input {
+        margin: 1 0;
+    }
+    .subsection {
+        border: solid $primary;
+        margin: 1 0;
+        padding: 1;
+        height: auto;
+    }
+    .subsection-title {
+        text-style: bold;
+        color: $primary;
+        margin: 0 0 1 0;
+    }
+    """
+
+    form = {
+        "bot": {
+            "namespace": {"data_type": "text", "data": None},
+            "bot_id": {"data_type": "text", "data": None},
+            "file_location": {"data_type": "text", "data": None}
+        },
+        "em_setting": {
+            "provider": {"data_type": "text", "data": None},
+            "api_key": {
+                "type": {"data_type": "text", "data": None},
+                "secret": {"data_type": "text", "data": None}
+            },
+            "api_base": {"data_type": "text", "data": None},
+            "api_version": {"data_type": "text", "data": None},
+            "deployment_name": {"data_type": "text", "data": None},
+            "model": {"data_type": "text", "data": None}
+        },
+        "vector_store_setting": {
+            "provider": {"data_type": "text", "data": None},
+            "host": {"data_type": "text", "data": None},
+            "port": {"data_type": "integer", "data": None},
+            "username": {"data_type": "text", "data": None},
+            "password": {
+                "type": {"data_type": "text", "data": None},
+                "secret": {"data_type": "text", "data": None}
+            },
+            "database": {"data_type": "text", "data": None}
+        },
+        "data_csv_file": {"data_type": "text", "data": None},
+        "document_index_name": {"data_type": "text", "data": None},
+        "chunk_size": {"data_type": "integer", "data": None},
+        "embedding_bulk_size": {"data_type": "integer", "data": None},
+        "ignore_source": {"data_type": "bool", "data": None},
+        "append_doc_title_and_chunk": {"data_type": "bool", "data": None}
+    }
+
+    def compose(self) -> ComposeResult:
+        yield Static("Multi-Page Dynamic Form", id="title")
+        yield Vertical(id="form")
+        yield Horizontal(
+            Button("Previous", id="prev"),
+            Button("Next", id="next"),
+            Button("Write to JSON", id="save"),
+            id="buttons"
+        )
+
+    def on_mount(self) -> None:
+        self.current_page = 0
+        self.len_pages = 1
+        for dict in self.form.values():
+            if not "data_type" in dict:
+                self.len_pages += 1
+        self.load_form_page()
+
+    @staticmethod
+    def labelize(text: str) -> str:
+        """Convert text to a label-friendly format."""
+        text = text.replace("_", " ").lower()
+        text = text.capitalize()
+        return text
+
+    def gen_widgets(self, container, dict, dict_id=""):
+        for key, value in dict.items():
+            data_type = value.get("data_type")
+            if data_type is None and self.current_page == self.len_pages - 1:
+                continue
+            if data_type is None:
+                subsection = Vertical(classes="subsection", id=f"{dict_id}_{key}")
+                container.mount(subsection) 
+                title = Static(self.labelize(key), classes="subsection-title")
+                subsection.mount(title) 
+                self.gen_widgets(subsection, value, dict_id=f"{dict_id}_{key}")
+                continue
+            elif data_type == "bool":
+                widget = Checkbox(label=self.labelize(key), value=value.get("data"), id=f"{dict_id}_{key}")
+            else:
+                widget = Input(value=value.get("data"), type=data_type, placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}_{key}")
+            container.mount(widget)
+
+    def load_form_page(self):
+        """Load inputs for the current page."""
+        form_container = self.query_one("#form", Vertical)
+        form_container.remove_children()
+
+        form_keys = list(self.form.keys())
+        title = self.labelize(form_keys[self.current_page])
+        current_dict = self.form[form_keys[self.current_page]]
+        if self.current_page == self.len_pages - 1:
+            current_dict = self.form
+            title = "Other Settings"
+        
+        self.gen_widgets(form_container, current_dict, dict_id=form_keys[self.current_page])
+
+        self.query_one("#title", Static).update(f" [b]{title}[/b] {self.current_page + 1}/{self.len_pages}")
+
+    def save_current_page_data(self):
+        pass
+
+    def on_button_pressed(self, event: Button.Pressed) -> None:
+        if event.button.id == "next":
+            self.save_current_page_data()
+            if self.current_page < self.len_pages - 1:
+                self.current_page += 1
+                self.load_form_page()
+        elif event.button.id == "prev":
+            self.save_current_page_data()
+            if self.current_page > 0:
+                self.current_page -= 1
+                self.load_form_page()
+        elif event.button.id == "save":
+            exit(0)
+                         
+
+if __name__ == "__main__":
+    app = GenConfigApp()
+    app.run()

From 94ebf1ed8f7a65d9955e97e78089948be0a9d3ba Mon Sep 17 00:00:00 2001
From: Linux0Hat <adrien@d4x.fr>
Date: Wed, 25 Jun 2025 10:50:42 +0200
Subject: [PATCH 2/6] back and write to json

---
 .../indexing/vectorisation/gen_config_file.py | 50 ++++++++++++++++---
 1 file changed, 44 insertions(+), 6 deletions(-)

diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
index f4d9b93526..15acc08609 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
@@ -97,16 +97,16 @@ def gen_widgets(self, container, dict, dict_id=""):
             if data_type is None and self.current_page == self.len_pages - 1:
                 continue
             if data_type is None:
-                subsection = Vertical(classes="subsection", id=f"{dict_id}_{key}")
+                subsection = Vertical(classes="subsection", id=f"{dict_id}__{key}")
                 container.mount(subsection) 
                 title = Static(self.labelize(key), classes="subsection-title")
                 subsection.mount(title) 
-                self.gen_widgets(subsection, value, dict_id=f"{dict_id}_{key}")
+                self.gen_widgets(subsection, value, dict_id=f"{dict_id}__{key}")
                 continue
             elif data_type == "bool":
-                widget = Checkbox(label=self.labelize(key), value=value.get("data"), id=f"{dict_id}_{key}")
+                widget = Checkbox(label=self.labelize(key), value=value.get("data") if value.get("data") is not None else False, id=f"{dict_id}__{key}")
             else:
-                widget = Input(value=value.get("data"), type=data_type, placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}_{key}")
+                widget = Input(value=value.get("data"), type=data_type, placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}")
             container.mount(widget)
 
     def load_form_page(self):
@@ -121,12 +121,39 @@ def load_form_page(self):
             current_dict = self.form
             title = "Other Settings"
         
-        self.gen_widgets(form_container, current_dict, dict_id=form_keys[self.current_page])
+        dict_id = form_keys[self.current_page] if (self.current_page != self.len_pages - 1) else ""
+        self.gen_widgets(form_container, current_dict, dict_id=dict_id)
 
         self.query_one("#title", Static).update(f" [b]{title}[/b] {self.current_page + 1}/{self.len_pages}")
 
     def save_current_page_data(self):
-        pass
+        """Save the current page data to the form dictionary."""
+        form_container = self.query_one("#form", Vertical)
+        widgets = list(form_container.query(Input)) + list(form_container.query(Checkbox))
+        for widget in widgets:
+            widget_id = widget.id.split("__")
+            form_value = self.form
+            for part in widget_id:
+                if part != "":
+                    form_value = form_value[part]
+            if widget.value is None or widget.value == "":
+                continue
+            elif form_value["data_type"] == "integer":
+                form_value["data"] = int(widget.value)
+            else :
+                form_value["data"] = widget.value
+
+    def clean_form_data(self, data):
+        """Remove data_type fields and extract only the data values."""
+        if isinstance(data, dict):
+            if "data_type" in data and "data" in data:
+                return data["data"]
+            else:
+                cleaned = {}
+                for key, value in data.items():
+                    cleaned[key] = self.clean_form_data(value)
+                return cleaned
+        return data
 
     def on_button_pressed(self, event: Button.Pressed) -> None:
         if event.button.id == "next":
@@ -140,6 +167,17 @@ def on_button_pressed(self, event: Button.Pressed) -> None:
                 self.current_page -= 1
                 self.load_form_page()
         elif event.button.id == "save":
+            self.save_current_page_data()
+            # Clean and save the form data to a JSON file
+            cleaned_data = self.clean_form_data(self.form)
+            config_file = "config_file.json"
+            i = 0
+            while os.path.exists(config_file):
+                i += 1
+                config_file = f"config_file_{i}.json"
+            
+            with open(config_file, "w") as f:
+                json.dump(cleaned_data, f, indent=2)
             exit(0)
                          
 

From a3f448070e1fa9a4181b6e938f9831db3de4a077 Mon Sep 17 00:00:00 2001
From: Linux0Hat <adrien@d4x.fr>
Date: Wed, 25 Jun 2025 11:50:50 +0200
Subject: [PATCH 3/6] Add directory tree GUI to select path

---
 .../indexing/vectorisation/gen_config_file.py | 104 +++++++++++++++++-
 1 file changed, 99 insertions(+), 5 deletions(-)

diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
index 15acc08609..fe64e4fddc 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
@@ -1,9 +1,67 @@
 from textual.app import App, ComposeResult
 from textual.containers import Vertical, Horizontal
-from textual.widgets import Button, Input, Static, Checkbox
+from textual.widgets import Button, Input, Static, Checkbox, DirectoryTree
+from textual.screen import ModalScreen
 import json
 import os
 
+class FileBrowserScreen(ModalScreen):
+    """A modal screen for browsing and selecting files."""
+    
+    def __init__(self, initial_path="./", target_input=None):
+        super().__init__()
+        self.initial_path = os.path.abspath(initial_path)
+        self.target_input = target_input
+        self.selected_path = None
+    
+    def compose(self) -> ComposeResult:
+        yield Vertical(
+            Static("Select a file or directory", id="browser-title"),
+            Button("..", id="parent-dir", variant="default"),
+            DirectoryTree(self.initial_path, id="file-tree"),
+            Horizontal(
+                Button("Select", id="select-btn", variant="primary"),
+                Button("Cancel", id="cancel-btn"),
+                id="browser-buttons"
+            ),
+            id="browser-container"
+        )
+    
+    def on_mount(self) -> None:
+        """Configure the directory tree to show parent directories."""
+        tree = self.query_one("#file-tree", DirectoryTree)
+        tree.show_root = True
+        tree.show_guides = True
+    
+    def on_directory_tree_file_selected(self, event: DirectoryTree.FileSelected) -> None:
+        """Handle file selection - just store the path, don't dismiss."""
+        self.selected_path = str(event.path)
+    
+    def on_directory_tree_directory_selected(self, event: DirectoryTree.DirectorySelected) -> None:
+        """Handle directory selection - just store the path, don't dismiss."""
+        self.selected_path = str(event.path)
+    
+    def on_button_pressed(self, event: Button.Pressed) -> None:
+        if event.button.id == "select-btn":
+            # Use selected path or currently highlighted path
+            if self.selected_path and self.target_input:
+                self.target_input.value = self.selected_path
+            elif self.target_input:
+                tree = self.query_one("#file-tree", DirectoryTree)
+                if tree.cursor_node:
+                    self.target_input.value = str(tree.cursor_node.data.path)
+            self.dismiss()
+        elif event.button.id == "cancel-btn":
+            self.dismiss()
+        elif event.button.id == "parent-dir":
+            # Navigate to parent directory
+            current_path = self.query_one("#file-tree", DirectoryTree).path
+            parent_path = os.path.dirname(current_path)
+            if parent_path != current_path:  # Avoid infinite loop at root
+                tree = self.query_one("#file-tree", DirectoryTree)
+                tree.path = parent_path
+                tree.reload()
+
 class GenConfigApp(App):
     CSS = """
     Screen {
@@ -28,13 +86,33 @@ class GenConfigApp(App):
         color: $primary;
         margin: 0 0 1 0;
     }
+    #browser-container {
+        width: 80%;
+        height: 80%;
+        border: thick $primary;
+        background: $surface;
+    }
+    #browser-title {
+        text-align: center;
+        text-style: bold;
+        margin: 1;
+    }
+    #file-tree {
+        height: 1fr;
+        margin: 1;
+    }
+    #browser-buttons {
+        height: auto;
+        align: center middle;
+        margin: 1;
+    }
     """
 
     form = {
         "bot": {
             "namespace": {"data_type": "text", "data": None},
             "bot_id": {"data_type": "text", "data": None},
-            "file_location": {"data_type": "text", "data": None}
+            "file_location": {"data_type": "path", "data": None}
         },
         "em_setting": {
             "provider": {"data_type": "text", "data": None},
@@ -58,7 +136,7 @@ class GenConfigApp(App):
             },
             "database": {"data_type": "text", "data": None}
         },
-        "data_csv_file": {"data_type": "text", "data": None},
+        "data_csv_file": {"data_type": "path", "data": None},
         "document_index_name": {"data_type": "text", "data": None},
         "chunk_size": {"data_type": "integer", "data": None},
         "embedding_bulk_size": {"data_type": "integer", "data": None},
@@ -91,6 +169,12 @@ def labelize(text: str) -> str:
         text = text.capitalize()
         return text
 
+    def get_path_from_directory_tree_in_widget(self, widget: Input):
+        """Open a fullscreen file browser to select a path."""
+        initial_path = widget.value if widget.value else "./"
+        file_browser = FileBrowserScreen(initial_path, widget)
+        self.push_screen(file_browser)
+
     def gen_widgets(self, container, dict, dict_id=""):
         for key, value in dict.items():
             data_type = value.get("data_type")
@@ -105,9 +189,15 @@ def gen_widgets(self, container, dict, dict_id=""):
                 continue
             elif data_type == "bool":
                 widget = Checkbox(label=self.labelize(key), value=value.get("data") if value.get("data") is not None else False, id=f"{dict_id}__{key}")
+                container.mount(widget)
+            elif data_type == "path":
+                widget = Input(value=value.get("data"), type="text", placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}")
+                button = Button("Browse", id=f"browse__{dict_id}__{key}")
+                container.mount(widget)
+                container.mount(button)
             else:
                 widget = Input(value=value.get("data"), type=data_type, placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}")
-            container.mount(widget)
+                container.mount(widget)
 
     def load_form_page(self):
         """Load inputs for the current page."""
@@ -179,7 +269,11 @@ def on_button_pressed(self, event: Button.Pressed) -> None:
             with open(config_file, "w") as f:
                 json.dump(cleaned_data, f, indent=2)
             exit(0)
-                         
+        elif event.button.id.startswith("browse__"):
+            # Handle browse button clicks for path inputs
+            input_id = event.button.id.replace("browse__", "")
+            input_widget = self.query_one(f"#{input_id}", Input)
+            self.get_path_from_directory_tree_in_widget(input_widget)
 
 if __name__ == "__main__":
     app = GenConfigApp()

From 855627b341c42df56b8b24258308da24a3d83f32 Mon Sep 17 00:00:00 2001
From: Linux0Hat <adrien@d4x.fr>
Date: Wed, 25 Jun 2025 14:06:53 +0200
Subject: [PATCH 4/6] fix ui

---
 .../indexing/vectorisation/gen_config_file.py | 23 +++++++++++++++----
 1 file changed, 19 insertions(+), 4 deletions(-)

diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
index fe64e4fddc..cd7b3c4bd6 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
@@ -75,6 +75,18 @@ class GenConfigApp(App):
     Input {
         margin: 1 0;
     }
+    .path-container {
+        height: auto;
+        margin: 1 0;
+    }
+    .path-input {
+        width: 1fr;
+        margin: 0 1 0 0;
+    }
+    .path-button {
+        width: auto;
+        margin: 0;
+    }
     .subsection {
         border: solid $primary;
         margin: 1 0;
@@ -191,10 +203,13 @@ def gen_widgets(self, container, dict, dict_id=""):
                 widget = Checkbox(label=self.labelize(key), value=value.get("data") if value.get("data") is not None else False, id=f"{dict_id}__{key}")
                 container.mount(widget)
             elif data_type == "path":
-                widget = Input(value=value.get("data"), type="text", placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}")
-                button = Button("Browse", id=f"browse__{dict_id}__{key}")
-                container.mount(widget)
-                container.mount(button)
+                # Create horizontal container for path input and browse button
+                path_container = Horizontal(classes="path-container")
+                container.mount(path_container)
+                widget = Input(value=value.get("data"), type="text", placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}", classes="path-input")
+                button = Button("Browse", id=f"browse__{dict_id}__{key}", classes="path-button")
+                path_container.mount(widget)
+                path_container.mount(button)
             else:
                 widget = Input(value=value.get("data"), type=data_type, placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}")
                 container.mount(widget)

From fb1a3d9e57ddd0ae5b7dd12799300ea24ea37e18 Mon Sep 17 00:00:00 2001
From: Linux0Hat <adrien@d4x.fr>
Date: Wed, 25 Jun 2025 15:17:20 +0200
Subject: [PATCH 5/6] implement em_setting from file (tock RAG settings export)

---
 .../indexing/vectorisation/gen_config_file.py | 66 +++++++++++++++++++
 1 file changed, 66 insertions(+)

diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
index cd7b3c4bd6..d486fbcf13 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
@@ -165,6 +165,7 @@ def compose(self) -> ComposeResult:
             Button("Write to JSON", id="save"),
             id="buttons"
         )
+        yield Button("Load EM settings from RAG Settings", id="load-em-settings")
 
     def on_mount(self) -> None:
         self.current_page = 0
@@ -260,6 +261,67 @@ def clean_form_data(self, data):
                 return cleaned
         return data
 
+    def load_em_settings_from_file(self, config_file_path):
+        """Load EM settings from a RAG config file."""
+        if os.path.exists(config_file_path):
+            try:
+                with open(config_file_path, "r") as f:
+                    rag_settings = json.load(f)
+                # Load EM settings into the form
+                em_settings = rag_settings.get("emSetting", {})
+                if em_settings:
+                    self.form["em_setting"]["api_key"]["type"]["data"] = "Raw"
+                    self.form["em_setting"]["api_key"]["secret"]["data"] = em_settings.get("apiKey")
+                    self.form["em_setting"]["api_base"]["data"] = em_settings.get("baseUrl")
+                    self.form["em_setting"]["model"]["data"] = em_settings.get("model")
+                    self.form["em_setting"]["provider"]["data"] = em_settings.get("provider")
+                    # Update existing widgets if we're on the EM settings page
+                    if self.current_page == 1:  # EM settings is the second page (index 1)
+                        self.update_current_page_widgets()
+            except (json.JSONDecodeError, KeyError) as e:
+                # Handle file reading errors silently or show a message
+                pass
+
+    def update_current_page_widgets(self):
+        """Update the values of widgets on the current page without recreating them."""
+        form_container = self.query_one("#form", Vertical)
+        
+        # Update Input widgets
+        for widget in form_container.query(Input):
+            widget_id = widget.id.split("__")
+            form_value = self.form
+            for part in widget_id:
+                if part != "":
+                    form_value = form_value[part]
+            if form_value.get("data") is not None:
+                widget.value = str(form_value["data"])
+        
+        # Update Checkbox widgets
+        for widget in form_container.query(Checkbox):
+            widget_id = widget.id.split("__")
+            form_value = self.form
+            for part in widget_id:
+                if part != "":
+                    form_value = form_value[part]
+            if form_value.get("data") is not None:
+                widget.value = bool(form_value["data"])
+
+    def get_em_config_file(self):
+        """Open file browser specifically for EM settings config file."""
+        class ConfigFileInput:
+            def __init__(self, app):
+                self.app = app
+                self.value = None
+            
+            def __setattr__(self, name, value):
+                if name == "value" and value:
+                    self.app.load_em_settings_from_file(value)
+                super().__setattr__(name, value)
+        
+        dummy_input = ConfigFileInput(self)
+        file_browser = FileBrowserScreen(initial_path="./", target_input=dummy_input)
+        self.push_screen(file_browser)
+
     def on_button_pressed(self, event: Button.Pressed) -> None:
         if event.button.id == "next":
             self.save_current_page_data()
@@ -289,6 +351,10 @@ def on_button_pressed(self, event: Button.Pressed) -> None:
             input_id = event.button.id.replace("browse__", "")
             input_widget = self.query_one(f"#{input_id}", Input)
             self.get_path_from_directory_tree_in_widget(input_widget)
+        elif event.button.id == "load-em-settings":
+            self.save_current_page_data()
+            self.get_em_config_file()
+
 
 if __name__ == "__main__":
     app = GenConfigApp()

From 9af7c43328bf0d3dc8fe9c90e33949541eaea4eb Mon Sep 17 00:00:00 2001
From: Linux0Hat <adrien@d4x.fr>
Date: Wed, 25 Jun 2025 15:37:28 +0200
Subject: [PATCH 6/6] Thanks copilot for commenting this shit

---
 .../indexing/vectorisation/gen_config_file.py | 202 ++++++++++++++++--
 1 file changed, 179 insertions(+), 23 deletions(-)

diff --git a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
index d486fbcf13..1342d24d6b 100644
--- a/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
+++ b/gen-ai/orchestrator-server/src/main/python/tock-llm-indexing-tools/scripts/indexing/vectorisation/gen_config_file.py
@@ -1,3 +1,12 @@
+"""
+Configuration File Generator for TOCK LLM Indexing Tools.
+
+This module provides a TUI (Text User Interface) application for generating
+configuration files for TOCK's LLM indexing and vectorization processes.
+The application presents a multi-page form interface for collecting various
+settings including bot configuration, embedding settings, and vector store settings.
+"""
+
 from textual.app import App, ComposeResult
 from textual.containers import Vertical, Horizontal
 from textual.widgets import Button, Input, Static, Checkbox, DirectoryTree
@@ -5,16 +14,32 @@
 import json
 import os
 
+
 class FileBrowserScreen(ModalScreen):
-    """A modal screen for browsing and selecting files."""
+    """A modal screen for browsing and selecting files and directories.
+    
+    This screen provides a file browser interface with directory navigation
+    capabilities, allowing users to select files or directories for configuration.
+    """
     
     def __init__(self, initial_path="./", target_input=None):
+        """Initialize the file browser screen.
+        
+        Args:
+            initial_path (str): The initial directory path to display.
+            target_input: The input widget that will receive the selected path.
+        """
         super().__init__()
         self.initial_path = os.path.abspath(initial_path)
         self.target_input = target_input
         self.selected_path = None
     
     def compose(self) -> ComposeResult:
+        """Compose the file browser screen layout.
+        
+        Returns:
+            ComposeResult: The composed widgets for the file browser.
+        """
         yield Vertical(
             Static("Select a file or directory", id="browser-title"),
             Button("..", id="parent-dir", variant="default"),
@@ -28,20 +53,33 @@ def compose(self) -> ComposeResult:
         )
     
     def on_mount(self) -> None:
-        """Configure the directory tree to show parent directories."""
+        """Configure the directory tree widget after mounting."""
         tree = self.query_one("#file-tree", DirectoryTree)
         tree.show_root = True
         tree.show_guides = True
     
     def on_directory_tree_file_selected(self, event: DirectoryTree.FileSelected) -> None:
-        """Handle file selection - just store the path, don't dismiss."""
+        """Handle file selection from the directory tree.
+        
+        Args:
+            event: The file selection event containing the selected file path.
+        """
         self.selected_path = str(event.path)
     
     def on_directory_tree_directory_selected(self, event: DirectoryTree.DirectorySelected) -> None:
-        """Handle directory selection - just store the path, don't dismiss."""
+        """Handle directory selection from the directory tree.
+        
+        Args:
+            event: The directory selection event containing the selected directory path.
+        """
         self.selected_path = str(event.path)
     
     def on_button_pressed(self, event: Button.Pressed) -> None:
+        """Handle button press events in the file browser.
+        
+        Args:
+            event: The button press event containing the pressed button information.
+        """
         if event.button.id == "select-btn":
             # Use selected path or currently highlighted path
             if self.selected_path and self.target_input:
@@ -62,7 +100,15 @@ def on_button_pressed(self, event: Button.Pressed) -> None:
                 tree.path = parent_path
                 tree.reload()
 
+
 class GenConfigApp(App):
+    """Main application class for the configuration file generator.
+    
+    This application provides a multi-page form interface for collecting
+    configuration settings for TOCK's LLM indexing tools. It supports
+    various input types including text, integers, booleans, and file paths.
+    """
+    
     CSS = """
     Screen {
         layout: vertical;
@@ -120,6 +166,8 @@ class GenConfigApp(App):
     }
     """
 
+    # Configuration form structure with nested dictionaries
+    # Each field has a data_type and data value
     form = {
         "bot": {
             "namespace": {"data_type": "text", "data": None},
@@ -157,6 +205,11 @@ class GenConfigApp(App):
     }
 
     def compose(self) -> ComposeResult:
+        """Compose the main application layout.
+        
+        Returns:
+            ComposeResult: The composed widgets for the main application.
+        """
         yield Static("Multi-Page Dynamic Form", id="title")
         yield Vertical(id="form")
         yield Horizontal(
@@ -168,8 +221,13 @@ def compose(self) -> ComposeResult:
         yield Button("Load EM settings from RAG Settings", id="load-em-settings")
 
     def on_mount(self) -> None:
+        """Initialize the application after mounting.
+        
+        Sets up page navigation and loads the first form page.
+        """
         self.current_page = 0
         self.len_pages = 1
+        # Count pages based on nested dictionaries (sections without data_type)
         for dict in self.form.values():
             if not "data_type" in dict:
                 self.len_pages += 1
@@ -177,23 +235,45 @@ def on_mount(self) -> None:
 
     @staticmethod
     def labelize(text: str) -> str:
-        """Convert text to a label-friendly format."""
+        """Convert text to a human-readable label format.
+        
+        Args:
+            text (str): The text to convert (e.g., "api_key").
+            
+        Returns:
+            str: The formatted label (e.g., "Api key").
+        """
         text = text.replace("_", " ").lower()
         text = text.capitalize()
         return text
 
     def get_path_from_directory_tree_in_widget(self, widget: Input):
-        """Open a fullscreen file browser to select a path."""
+        """Open a file browser for path selection.
+        
+        Args:
+            widget (Input): The input widget that will receive the selected path.
+        """
         initial_path = widget.value if widget.value else "./"
         file_browser = FileBrowserScreen(initial_path, widget)
         self.push_screen(file_browser)
 
     def gen_widgets(self, container, dict, dict_id=""):
+        """Generate form widgets recursively based on the form structure.
+        
+        Args:
+            container: The container widget to mount the generated widgets to.
+            dict: The dictionary containing form field definitions.
+            dict_id (str): The current path in the form hierarchy for widget IDs.
+        """
         for key, value in dict.items():
             data_type = value.get("data_type")
+            
+            # Skip nested dictionaries on the final "Other Settings" page
             if data_type is None and self.current_page == self.len_pages - 1:
                 continue
+                
             if data_type is None:
+                # Create a subsection for nested dictionaries
                 subsection = Vertical(classes="subsection", id=f"{dict_id}__{key}")
                 container.mount(subsection) 
                 title = Static(self.labelize(key), classes="subsection-title")
@@ -201,28 +281,50 @@ def gen_widgets(self, container, dict, dict_id=""):
                 self.gen_widgets(subsection, value, dict_id=f"{dict_id}__{key}")
                 continue
             elif data_type == "bool":
-                widget = Checkbox(label=self.labelize(key), value=value.get("data") if value.get("data") is not None else False, id=f"{dict_id}__{key}")
+                # Create checkbox for boolean fields
+                widget = Checkbox(
+                    label=self.labelize(key), 
+                    value=value.get("data") if value.get("data") is not None else False, 
+                    id=f"{dict_id}__{key}"
+                )
                 container.mount(widget)
             elif data_type == "path":
-                # Create horizontal container for path input and browse button
+                # Create input with browse button for path fields
                 path_container = Horizontal(classes="path-container")
                 container.mount(path_container)
-                widget = Input(value=value.get("data"), type="text", placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}", classes="path-input")
+                widget = Input(
+                    value=value.get("data"), 
+                    type="text", 
+                    placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", 
+                    id=f"{dict_id}__{key}", 
+                    classes="path-input"
+                )
                 button = Button("Browse", id=f"browse__{dict_id}__{key}", classes="path-button")
                 path_container.mount(widget)
                 path_container.mount(button)
             else:
-                widget = Input(value=value.get("data"), type=data_type, placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", id=f"{dict_id}__{key}")
+                # Create standard input for text/integer fields
+                widget = Input(
+                    value=value.get("data"), 
+                    type=data_type, 
+                    placeholder=f"{self.labelize(key)} ({self.labelize(data_type)})", 
+                    id=f"{dict_id}__{key}"
+                )
                 container.mount(widget)
 
     def load_form_page(self):
-        """Load inputs for the current page."""
+        """Load and display the current form page.
+        
+        Clears existing widgets and generates new ones based on the current page.
+        """
         form_container = self.query_one("#form", Vertical)
         form_container.remove_children()
 
         form_keys = list(self.form.keys())
         title = self.labelize(form_keys[self.current_page])
         current_dict = self.form[form_keys[self.current_page]]
+        
+        # Handle the special "Other Settings" page (final page)
         if self.current_page == self.len_pages - 1:
             current_dict = self.form
             title = "Other Settings"
@@ -233,24 +335,39 @@ def load_form_page(self):
         self.query_one("#title", Static).update(f" [b]{title}[/b] {self.current_page + 1}/{self.len_pages}")
 
     def save_current_page_data(self):
-        """Save the current page data to the form dictionary."""
+        """Save the current page's form data back to the form structure.
+        
+        Iterates through all input widgets and checkboxes on the current page
+        and updates the corresponding values in the form dictionary.
+        """
         form_container = self.query_one("#form", Vertical)
         widgets = list(form_container.query(Input)) + list(form_container.query(Checkbox))
+        
         for widget in widgets:
+            # Parse widget ID to navigate to correct form location
             widget_id = widget.id.split("__")
             form_value = self.form
             for part in widget_id:
                 if part != "":
                     form_value = form_value[part]
+                    
+            # Skip empty values
             if widget.value is None or widget.value == "":
                 continue
             elif form_value["data_type"] == "integer":
                 form_value["data"] = int(widget.value)
-            else :
+            else:
                 form_value["data"] = widget.value
 
     def clean_form_data(self, data):
-        """Remove data_type fields and extract only the data values."""
+        """Remove data_type fields and extract only the data values for JSON output.
+        
+        Args:
+            data: The form data structure to clean.
+            
+        Returns:
+            The cleaned data structure with only actual values.
+        """
         if isinstance(data, dict):
             if "data_type" in data and "data" in data:
                 return data["data"]
@@ -262,31 +379,42 @@ def clean_form_data(self, data):
         return data
 
     def load_em_settings_from_file(self, config_file_path):
-        """Load EM settings from a RAG config file."""
+        """Load embedding settings from an existing RAG configuration file.
+        
+        Args:
+            config_file_path (str): Path to the RAG configuration file to load from.
+        """
         if os.path.exists(config_file_path):
             try:
                 with open(config_file_path, "r") as f:
                     rag_settings = json.load(f)
-                # Load EM settings into the form
+                    
+                # Extract embedding settings from the RAG config
                 em_settings = rag_settings.get("emSetting", {})
                 if em_settings:
+                    # Map RAG settings to form structure
                     self.form["em_setting"]["api_key"]["type"]["data"] = "Raw"
                     self.form["em_setting"]["api_key"]["secret"]["data"] = em_settings.get("apiKey")
                     self.form["em_setting"]["api_base"]["data"] = em_settings.get("baseUrl")
                     self.form["em_setting"]["model"]["data"] = em_settings.get("model")
                     self.form["em_setting"]["provider"]["data"] = em_settings.get("provider")
-                    # Update existing widgets if we're on the EM settings page
+                    
+                    # Update widgets if we're currently on the EM settings page
                     if self.current_page == 1:  # EM settings is the second page (index 1)
                         self.update_current_page_widgets()
             except (json.JSONDecodeError, KeyError) as e:
-                # Handle file reading errors silently or show a message
+                # Handle file reading errors silently
                 pass
 
     def update_current_page_widgets(self):
-        """Update the values of widgets on the current page without recreating them."""
+        """Update widget values on the current page without recreating the widgets.
+        
+        This method updates existing widget values to reflect changes in the form data
+        without causing widget ID conflicts.
+        """
         form_container = self.query_one("#form", Vertical)
         
-        # Update Input widgets
+        # Update all Input widget values
         for widget in form_container.query(Input):
             widget_id = widget.id.split("__")
             form_value = self.form
@@ -296,7 +424,7 @@ def update_current_page_widgets(self):
             if form_value.get("data") is not None:
                 widget.value = str(form_value["data"])
         
-        # Update Checkbox widgets
+        # Update all Checkbox widget values
         for widget in form_container.query(Checkbox):
             widget_id = widget.id.split("__")
             form_value = self.form
@@ -307,13 +435,30 @@ def update_current_page_widgets(self):
                 widget.value = bool(form_value["data"])
 
     def get_em_config_file(self):
-        """Open file browser specifically for EM settings config file."""
+        """Open a file browser specifically for selecting EM configuration files.
+        
+        Creates a dummy input widget that triggers the EM settings loading
+        when a file is selected.
+        """
         class ConfigFileInput:
+            """Dummy input class that triggers EM settings loading on value assignment."""
+            
             def __init__(self, app):
+                """Initialize with reference to the main app.
+                
+                Args:
+                    app: Reference to the main GenConfigApp instance.
+                """
                 self.app = app
                 self.value = None
             
             def __setattr__(self, name, value):
+                """Override setattr to trigger config loading when value is set.
+                
+                Args:
+                    name: The attribute name being set.
+                    value: The value being assigned.
+                """
                 if name == "value" and value:
                     self.app.load_em_settings_from_file(value)
                 super().__setattr__(name, value)
@@ -323,20 +468,29 @@ def __setattr__(self, name, value):
         self.push_screen(file_browser)
 
     def on_button_pressed(self, event: Button.Pressed) -> None:
+        """Handle button press events throughout the application.
+        
+        Args:
+            event: The button press event containing button information.
+        """
         if event.button.id == "next":
+            # Navigate to next page
             self.save_current_page_data()
             if self.current_page < self.len_pages - 1:
                 self.current_page += 1
                 self.load_form_page()
         elif event.button.id == "prev":
+            # Navigate to previous page
             self.save_current_page_data()
             if self.current_page > 0:
                 self.current_page -= 1
                 self.load_form_page()
         elif event.button.id == "save":
+            # Save configuration to JSON file and exit
             self.save_current_page_data()
-            # Clean and save the form data to a JSON file
             cleaned_data = self.clean_form_data(self.form)
+            
+            # Generate unique filename if file already exists
             config_file = "config_file.json"
             i = 0
             while os.path.exists(config_file):
@@ -352,10 +506,12 @@ def on_button_pressed(self, event: Button.Pressed) -> None:
             input_widget = self.query_one(f"#{input_id}", Input)
             self.get_path_from_directory_tree_in_widget(input_widget)
         elif event.button.id == "load-em-settings":
+            # Load EM settings from existing RAG configuration
             self.save_current_page_data()
             self.get_em_config_file()
 
 
 if __name__ == "__main__":
+    """Main entry point for the configuration generator application."""
     app = GenConfigApp()
     app.run()