diff --git a/.github/workflows/test_docker.yml b/.github/workflows/test_docker.yml
new file mode 100644
index 0000000..cb5d6d4
--- /dev/null
+++ b/.github/workflows/test_docker.yml
@@ -0,0 +1,35 @@
+name: test-docker
+
+on:
+  pull_request:
+    branches:
+      - '**'
+  workflow_call:
+    inputs:
+      check-service-test:
+        required: false
+        default: false
+        type: boolean
+
+jobs:
+  rspec:
+    runs-on: ubuntu-latest
+    timeout-minutes: 30
+
+    steps:
+      - uses: actions/checkout@v3
+        with:
+          submodules: recursive
+      # - uses: docker/setup-buildx-action@v2
+      # - uses: docker/build-push-action@v4
+      #   with:
+      #     context: ${{ matrix.service }}/docker/cpu
+      #     cache-from: type=gha
+      #     cache-to: type=gha,mode=max
+      - name: Setup docker
+        shell: bash
+        run: |
+          docker compose build python-cpu --progress=plain
+          docker compose up -d python-cpu
+      - name: Test
+        run: docker compose exec python-cpu poetry run tox
diff --git a/.github/workflows/test.yml b/.github/workflows/test_poetry.yml
similarity index 98%
rename from .github/workflows/test.yml
rename to .github/workflows/test_poetry.yml
index 34c8944..51b5d87 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test_poetry.yml
@@ -1,4 +1,4 @@
-name: Tests
+name: test-poetry
 
 on:
   pull_request:
diff --git a/env.sample b/env.sample
index e69de29..14bb114 100644
--- a/env.sample
+++ b/env.sample
@@ -0,0 +1,3 @@
+OPENAI_API_KEY=""
+ANTHROPIC_API_KEY=""
+GOOGLE_API_KEY=""
diff --git a/poetry.lock b/poetry.lock
index e8a2084..49cdabe 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "absl-py"
@@ -178,6 +178,25 @@ typing_extensions = ">=4.0"
 dev = ["attribution (==1.7.0)", "black (==24.2.0)", "coverage[toml] (==7.4.1)", "flake8 (==7.0.0)", "flake8-bugbear (==24.2.6)", "flit (==3.9.0)", "mypy (==1.8.0)", "ufmt (==2.3.0)", "usort (==1.0.8.post1)"]
 docs = ["sphinx (==7.2.6)", "sphinx-mdinclude (==0.5.3)"]
 
+[[package]]
+name = "alembic"
+version = "1.13.1"
+description = "A database migration tool for SQLAlchemy."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "alembic-1.13.1-py3-none-any.whl", hash = "sha256:2edcc97bed0bd3272611ce3a98d98279e9c209e7186e43e75bbb1b2bdfdbcc43"},
+    {file = "alembic-1.13.1.tar.gz", hash = "sha256:4932c8558bf68f2ee92b9bbcb8218671c627064d5b08939437af6d77dc05e595"},
+]
+
+[package.dependencies]
+Mako = "*"
+SQLAlchemy = ">=1.3.0"
+typing-extensions = ">=4"
+
+[package.extras]
+tz = ["backports.zoneinfo"]
+
 [[package]]
 name = "annotated-types"
 version = "0.6.0"
@@ -189,6 +208,31 @@ files = [
     {file = "annotated_types-0.6.0.tar.gz", hash = "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"},
 ]
 
+[[package]]
+name = "anthropic"
+version = "0.29.0"
+description = "The official Python library for the anthropic API"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "anthropic-0.29.0-py3-none-any.whl", hash = "sha256:d16010715129c8bc3295b74fbf4da73cfb156618bf0abb2d007255983266b76a"},
+    {file = "anthropic-0.29.0.tar.gz", hash = "sha256:3eb558a232d83bdf7cdedb75663bf7ff7a8b50cc10acaa9ce6494ff295b8506a"},
+]
+
+[package.dependencies]
+anyio = ">=3.5.0,<5"
+distro = ">=1.7.0,<2"
+httpx = ">=0.23.0,<1"
+jiter = ">=0.4.0,<1"
+pydantic = ">=1.9.0,<3"
+sniffio = "*"
+tokenizers = ">=0.13.0"
+typing-extensions = ">=4.7,<5"
+
+[package.extras]
+bedrock = ["boto3 (>=1.28.57)", "botocore (>=1.31.57)"]
+vertex = ["google-auth (>=2,<3)"]
+
 [[package]]
 name = "anyio"
 version = "4.3.0"
@@ -831,6 +875,23 @@ humanfriendly = ">=9.1"
 [package.extras]
 cron = ["capturer (>=2.4)"]
 
+[[package]]
+name = "colorlog"
+version = "6.8.2"
+description = "Add colours to the output of Python's logging module."
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "colorlog-6.8.2-py3-none-any.whl", hash = "sha256:4dcbb62368e2800cb3c5abd348da7e53f6c362dda502ec27c560b2e58a66bd33"},
+    {file = "colorlog-6.8.2.tar.gz", hash = "sha256:3e3e079a41feb5a1b64f978b5ea4f46040a94f11f0e8bbb8261e3dbbeca64d44"},
+]
+
+[package.dependencies]
+colorama = {version = "*", markers = "sys_platform == \"win32\""}
+
+[package.extras]
+development = ["black", "flake8", "mypy", "pytest", "types-colorama"]
+
 [[package]]
 name = "comm"
 version = "0.2.2"
@@ -983,6 +1044,21 @@ files = [
     {file = "cymem-2.0.8.tar.gz", hash = "sha256:8fb09d222e21dcf1c7e907dc85cf74501d4cea6c4ed4ac6c9e016f98fb59cbbf"},
 ]
 
+[[package]]
+name = "dataclasses-json"
+version = "0.6.7"
+description = "Easily serialize dataclasses to and from JSON."
+optional = false
+python-versions = "<4.0,>=3.7"
+files = [
+    {file = "dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a"},
+    {file = "dataclasses_json-0.6.7.tar.gz", hash = "sha256:b6b3e528266ea45b9535223bc53ca645f5208833c29229e847b3f26a1cc55fc0"},
+]
+
+[package.dependencies]
+marshmallow = ">=3.18.0,<4.0.0"
+typing-inspect = ">=0.4.0,<1"
+
 [[package]]
 name = "datasets"
 version = "2.19.1"
@@ -1120,6 +1196,28 @@ files = [
     {file = "distlib-0.3.8.tar.gz", hash = "sha256:1530ea13e350031b6312d8580ddb6b27a104275a31106523b8f123787f494f64"},
 ]
 
+[[package]]
+name = "distro"
+version = "1.9.0"
+description = "Distro - an OS platform information API"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "distro-1.9.0-py3-none-any.whl", hash = "sha256:7bffd925d65168f85027d8da9af6bddab658135b840670a223589bc0c8ef02b2"},
+    {file = "distro-1.9.0.tar.gz", hash = "sha256:2fa77c6fd8940f116ee1d6b94a2f90b13b5ea8d019b98bc8bafdcabcdd9bdbed"},
+]
+
+[[package]]
+name = "docstring-parser"
+version = "0.16"
+description = "Parse Python docstrings in reST, Google and Numpydoc format"
+optional = false
+python-versions = ">=3.6,<4.0"
+files = [
+    {file = "docstring_parser-0.16-py3-none-any.whl", hash = "sha256:bf0a1387354d3691d102edef7ec124f219ef639982d096e26e3b60aeffa90637"},
+    {file = "docstring_parser-0.16.tar.gz", hash = "sha256:538beabd0af1e2db0146b6bd3caa526c35a34d61af9fd2887f3a8a27a739aa6e"},
+]
+
 [[package]]
 name = "emoji"
 version = "1.7.0"
@@ -1533,6 +1631,239 @@ smb = ["smbprotocol"]
 ssh = ["paramiko"]
 tqdm = ["tqdm"]
 
+[[package]]
+name = "google-ai-generativelanguage"
+version = "0.6.5"
+description = "Google Ai Generativelanguage API client library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "google-ai-generativelanguage-0.6.5.tar.gz", hash = "sha256:c4089c277fa4e26722f76ab03ee3039f28be8bf1c9be282948b9583a154c6d79"},
+    {file = "google_ai_generativelanguage-0.6.5-py3-none-any.whl", hash = "sha256:236875bb4a6d6ebdba2f12bd9d5e776100fd913402157a47b5e9fb80a13f25a7"},
+]
+
+[package.dependencies]
+google-api-core = {version = ">=1.34.1,<2.0.dev0 || >=2.11.dev0,<3.0.0dev", extras = ["grpc"]}
+google-auth = ">=2.14.1,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0dev"
+proto-plus = ">=1.22.3,<2.0.0dev"
+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,<5.0.0dev"
+
+[[package]]
+name = "google-api-core"
+version = "1.34.1"
+description = "Google API client core library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "google-api-core-1.34.1.tar.gz", hash = "sha256:3399c92887a97d33038baa4bfd3bf07acc05d474b0171f333e1f641c1364e552"},
+    {file = "google_api_core-1.34.1-py3-none-any.whl", hash = "sha256:52bcc9d9937735f8a3986fa0bbf9135ae9cf5393a722387e5eced520e39c774a"},
+]
+
+[package.dependencies]
+google-auth = ">=1.25.0,<3.0dev"
+googleapis-common-protos = ">=1.56.2,<2.0dev"
+grpcio = {version = ">=1.33.2,<2.0dev", optional = true, markers = "extra == \"grpc\""}
+grpcio-status = {version = ">=1.33.2,<2.0dev", optional = true, markers = "extra == \"grpc\""}
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<4.0.0dev"
+requests = ">=2.18.0,<3.0.0dev"
+
+[package.extras]
+grpc = ["grpcio (>=1.33.2,<2.0dev)", "grpcio-status (>=1.33.2,<2.0dev)"]
+grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0dev)"]
+grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0dev)"]
+
+[[package]]
+name = "google-api-core"
+version = "2.19.0"
+description = "Google API client core library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "google-api-core-2.19.0.tar.gz", hash = "sha256:cf1b7c2694047886d2af1128a03ae99e391108a08804f87cfd35970e49c9cd10"},
+    {file = "google_api_core-2.19.0-py3-none-any.whl", hash = "sha256:8661eec4078c35428fd3f69a2c7ee29e342896b70f01d1a1cbcb334372dd6251"},
+]
+
+[package.dependencies]
+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\""}
+grpcio-status = {version = ">=1.33.2,<2.0.dev0", optional = true, markers = "python_version < \"3.11\" and extra == \"grpc\""}
+proto-plus = ">=1.22.3,<2.0.0dev"
+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,<5.0.0.dev0"
+requests = ">=2.18.0,<3.0.0.dev0"
+
+[package.extras]
+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)"]
+grpcgcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
+grpcio-gcp = ["grpcio-gcp (>=0.2.2,<1.0.dev0)"]
+
+[[package]]
+name = "google-api-python-client"
+version = "2.134.0"
+description = "Google API Client Library for Python"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "google-api-python-client-2.134.0.tar.gz", hash = "sha256:4a8f0bea651a212997cc83c0f271fc86f80ef93d1cee9d84de7dfaeef2a858b6"},
+    {file = "google_api_python_client-2.134.0-py2.py3-none-any.whl", hash = "sha256:ba05d60f6239990b7994f6328f17bb154c602d31860fb553016dc9f8ce886945"},
+]
+
+[package.dependencies]
+google-api-core = ">=1.31.5,<2.0.dev0 || >2.3.0,<3.0.0.dev0"
+google-auth = ">=1.32.0,<2.24.0 || >2.24.0,<2.25.0 || >2.25.0,<3.0.0.dev0"
+google-auth-httplib2 = ">=0.2.0,<1.0.0"
+httplib2 = ">=0.19.0,<1.dev0"
+uritemplate = ">=3.0.1,<5"
+
+[[package]]
+name = "google-auth"
+version = "2.30.0"
+description = "Google Authentication Library"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "google-auth-2.30.0.tar.gz", hash = "sha256:ab630a1320f6720909ad76a7dbdb6841cdf5c66b328d690027e4867bdfb16688"},
+    {file = "google_auth-2.30.0-py2.py3-none-any.whl", hash = "sha256:8df7da660f62757388b8a7f249df13549b3373f24388cb5d2f1dd91cc18180b5"},
+]
+
+[package.dependencies]
+cachetools = ">=2.0.0,<6.0"
+pyasn1-modules = ">=0.2.1"
+rsa = ">=3.1.4,<5"
+
+[package.extras]
+aiohttp = ["aiohttp (>=3.6.2,<4.0.0.dev0)", "requests (>=2.20.0,<3.0.0.dev0)"]
+enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"]
+pyopenssl = ["cryptography (>=38.0.3)", "pyopenssl (>=20.0.0)"]
+reauth = ["pyu2f (>=0.1.5)"]
+requests = ["requests (>=2.20.0,<3.0.0.dev0)"]
+
+[[package]]
+name = "google-auth-httplib2"
+version = "0.2.0"
+description = "Google Authentication Library: httplib2 transport"
+optional = false
+python-versions = "*"
+files = [
+    {file = "google-auth-httplib2-0.2.0.tar.gz", hash = "sha256:38aa7badf48f974f1eb9861794e9c0cb2a0511a4ec0679b1f886d108f5640e05"},
+    {file = "google_auth_httplib2-0.2.0-py2.py3-none-any.whl", hash = "sha256:b65a0a2123300dd71281a7bf6e64d65a0759287df52729bdd1ae2e47dc311a3d"},
+]
+
+[package.dependencies]
+google-auth = "*"
+httplib2 = ">=0.19.0"
+
+[[package]]
+name = "google-generativeai"
+version = "0.7.0"
+description = "Google Generative AI High level API client library and tools."
+optional = false
+python-versions = ">=3.9"
+files = [
+    {file = "google_generativeai-0.7.0-py3-none-any.whl", hash = "sha256:7be4b634afeb8b6bebde1af7271e94d2af84d2d28b5988c7ed9921733c40fe63"},
+]
+
+[package.dependencies]
+google-ai-generativelanguage = "0.6.5"
+google-api-core = "*"
+google-api-python-client = "*"
+google-auth = ">=2.15.0"
+protobuf = "*"
+pydantic = "*"
+tqdm = "*"
+typing-extensions = "*"
+
+[package.extras]
+dev = ["Pillow", "absl-py", "black", "ipython", "nose2", "pandas", "pytype", "pyyaml"]
+
+[[package]]
+name = "googleapis-common-protos"
+version = "1.63.1"
+description = "Common protobufs used in Google APIs"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "googleapis-common-protos-1.63.1.tar.gz", hash = "sha256:c6442f7a0a6b2a80369457d79e6672bb7dcbaab88e0848302497e3ec80780a6a"},
+    {file = "googleapis_common_protos-1.63.1-py2.py3-none-any.whl", hash = "sha256:0e1c2cdfcbc354b76e4a211a35ea35d6926a835cba1377073c4861db904a1877"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19.5,<3.20.0 || >3.20.0,<3.20.1 || >3.20.1,<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"
+
+[package.extras]
+grpc = ["grpcio (>=1.44.0,<2.0.0.dev0)"]
+
+[[package]]
+name = "greenlet"
+version = "3.0.3"
+description = "Lightweight in-process concurrent programming"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "greenlet-3.0.3-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:9da2bd29ed9e4f15955dd1595ad7bc9320308a3b766ef7f837e23ad4b4aac31a"},
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+    {file = "greenlet-3.0.3-cp310-cp310-win_amd64.whl", hash = "sha256:68834da854554926fbedd38c76e60c4a2e3198c6fbed520b106a8986445caaf9"},
+    {file = "greenlet-3.0.3-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:b1b5667cced97081bf57b8fa1d6bfca67814b0afd38208d52538316e9422fc61"},
+    {file = "greenlet-3.0.3-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:52f59dd9c96ad2fc0d5724107444f76eb20aaccb675bf825df6435acb7703559"},
+    {file = "greenlet-3.0.3-cp311-cp311-manylinux_2_17_ppc64le.manylinux2014_ppc64le.whl", hash = "sha256:afaff6cf5200befd5cec055b07d1c0a5a06c040fe5ad148abcd11ba6ab9b114e"},
+    {file = "greenlet-3.0.3-cp311-cp311-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:fe754d231288e1e64323cfad462fcee8f0288654c10bdf4f603a39ed923bef33"},
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 version = "1.63.0"
@@ -1591,6 +1922,22 @@ files = [
 [package.extras]
 protobuf = ["grpcio-tools (>=1.63.0)"]
 
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+description = "Status proto mapping for gRPC"
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+
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+
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+
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 version = "0.23.0"
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 [package.extras]
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+]
+
 [[package]]
 name = "joblib"
 version = "1.4.2"
@@ -1881,6 +2357,20 @@ files = [
     {file = "json5-0.9.25.tar.gz", hash = "sha256:548e41b9be043f9426776f05df8635a00fe06104ea51ed24b67f908856e151ae"},
 ]
 
+[[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.*"
+files = [
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+]
+
+[package.dependencies]
+jsonpointer = ">=1.9"
+
 [[package]]
 name = "jsonpointer"
 version = "2.4"
@@ -2291,6 +2781,130 @@ files = [
     {file = "kiwisolver-1.4.5.tar.gz", hash = "sha256:e57e563a57fb22a142da34f38acc2fc1a5c864bc29ca1517a88abc963e60d6ec"},
 ]
 
+[[package]]
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+version = "0.2.5"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
+langchain-core = ">=0.2.7,<0.3.0"
+langchain-text-splitters = ">=0.2.0,<0.3.0"
+langsmith = ">=0.1.17,<0.2.0"
+numpy = [
+    {version = ">=1,<2", markers = "python_version < \"3.12\""},
+    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
+]
+pydantic = ">=1,<3"
+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<9.0.0"
+
+[[package]]
+name = "langchain-community"
+version = "0.2.5"
+description = "Community contributed LangChain integrations."
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+langchain-core = ">=0.2.7,<0.3.0"
+langsmith = ">=0.1.0,<0.2.0"
+numpy = [
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+    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
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+PyYAML = ">=5.3"
+requests = ">=2,<3"
+SQLAlchemy = ">=1.4,<3"
+tenacity = ">=8.1.0,<9.0.0"
+
+[[package]]
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+version = "0.2.8"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+pydantic = ">=1,<3"
+PyYAML = ">=5.3"
+tenacity = ">=8.1.0,<9.0.0"
+
+[[package]]
+name = "langchain-core"
+version = "0.2.9"
+description = "Building applications with LLMs through composability"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+PyYAML = ">=5.3"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+
+[[package]]
+name = "langchain-openai"
+version = "0.1.9"
+description = "An integration package connecting OpenAI and LangChain"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+]
+
+[package.dependencies]
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+openai = ">=1.26.0,<2.0.0"
+tiktoken = ">=0.7,<1"
+
+[[package]]
+name = "langchain-text-splitters"
+version = "0.2.1"
+description = "LangChain text splitting utilities"
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+    {file = "langchain_text_splitters-0.2.1.tar.gz", hash = "sha256:06853d17d7241ecf5c97c7b6ef01f600f9b0fb953dd997838142a527a4f32ea4"},
+]
+
+[package.dependencies]
+langchain-core = ">=0.2.0,<0.3.0"
+
+[package.extras]
+extended-testing = ["beautifulsoup4 (>=4.12.3,<5.0.0)", "lxml (>=4.9.3,<6.0)"]
+
 [[package]]
 name = "langcodes"
 version = "3.4.0"
@@ -2309,6 +2923,22 @@ language-data = ">=1.2"
 build = ["build", "twine"]
 test = ["pytest", "pytest-cov"]
 
+[[package]]
+name = "langsmith"
+version = "0.1.81"
+description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+optional = false
+python-versions = "<4.0,>=3.8.1"
+files = [
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+    {file = "langsmith-0.1.81.tar.gz", hash = "sha256:585ef3a2251380bd2843a664c9a28da4a7d28432e3ee8bcebf291ffb8e1f0af0"},
+]
+
+[package.dependencies]
+orjson = ">=3.9.14,<4.0.0"
+pydantic = ">=1,<3"
+requests = ">=2,<3"
+
 [[package]]
 name = "language-data"
 version = "1.2.0"
@@ -2359,6 +2989,25 @@ files = [
     {file = "lit-18.1.6.tar.gz", hash = "sha256:70878fb0a2eee81c95898ed59605b0ee5e41565f8fd382322bca769a2bc3d4e5"},
 ]
 
+[[package]]
+name = "mako"
+version = "1.3.5"
+description = "A super-fast templating language that borrows the best ideas from the existing templating languages."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "Mako-1.3.5-py3-none-any.whl", hash = "sha256:260f1dbc3a519453a9c856dedfe4beb4e50bd5a26d96386cb6c80856556bb91a"},
+    {file = "Mako-1.3.5.tar.gz", hash = "sha256:48dbc20568c1d276a2698b36d968fa76161bf127194907ea6fc594fa81f943bc"},
+]
+
+[package.dependencies]
+MarkupSafe = ">=0.9.2"
+
+[package.extras]
+babel = ["Babel"]
+lingua = ["lingua"]
+testing = ["pytest"]
+
 [[package]]
 name = "marisa-trie"
 version = "1.1.1"
@@ -2477,6 +3126,30 @@ files = [
 docs = ["mdx-gh-links (>=0.2)", "mkdocs (>=1.5)", "mkdocs-gen-files", "mkdocs-literate-nav", "mkdocs-nature (>=0.6)", "mkdocs-section-index", "mkdocstrings[python]"]
 testing = ["coverage", "pyyaml"]
 
+[[package]]
+name = "markdown-it-py"
+version = "3.0.0"
+description = "Python port of markdown-it. Markdown parsing, done right!"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "markdown_it_py-3.0.0-py3-none-any.whl", hash = "sha256:355216845c60bd96232cd8d8c40e8f9765cc86f46880e43a8fd22dc1a1a8cab1"},
+]
+
+[package.dependencies]
+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)"]
+linkify = ["linkify-it-py (>=1,<3)"]
+plugins = ["mdit-py-plugins"]
+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"
 version = "2.1.5"
@@ -2546,6 +3219,25 @@ files = [
     {file = "MarkupSafe-2.1.5.tar.gz", hash = "sha256:d283d37a890ba4c1ae73ffadf8046435c76e7bc2247bbb63c00bd1a709c6544b"},
 ]
 
+[[package]]
+name = "marshmallow"
+version = "3.21.3"
+description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "marshmallow-3.21.3-py3-none-any.whl", hash = "sha256:86ce7fb914aa865001a4b2092c4c2872d13bc347f3d42673272cabfdbad386f1"},
+    {file = "marshmallow-3.21.3.tar.gz", hash = "sha256:4f57c5e050a54d66361e826f94fba213eb10b67b2fdb02c3e0343ce207ba1662"},
+]
+
+[package.dependencies]
+packaging = ">=17.0"
+
+[package.extras]
+dev = ["marshmallow[tests]", "pre-commit (>=3.5,<4.0)", "tox"]
+docs = ["alabaster (==0.7.16)", "autodocsumm (==0.2.12)", "sphinx (==7.3.7)", "sphinx-issues (==4.1.0)", "sphinx-version-warning (==1.1.2)"]
+tests = ["pytest", "pytz", "simplejson"]
+
 [[package]]
 name = "matplotlib"
 version = "3.9.0"
@@ -2623,6 +3315,17 @@ files = [
     {file = "mccabe-0.7.0.tar.gz", hash = "sha256:348e0240c33b60bbdf4e523192ef919f28cb2c3d7d5c7794f74009290f236325"},
 ]
 
+[[package]]
+name = "mdurl"
+version = "0.1.2"
+description = "Markdown URL utilities"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "mdurl-0.1.2-py3-none-any.whl", hash = "sha256:84008a41e51615a49fc9966191ff91509e3c40b939176e643fd50a5c2196b8f8"},
+    {file = "mdurl-0.1.2.tar.gz", hash = "sha256:bb413d29f5eea38f31dd4754dd7377d4465116fb207585f97bf925588687c1ba"},
+]
+
 [[package]]
 name = "mecab-python3"
 version = "1.0.9"
@@ -3372,6 +4075,7 @@ description = "Nvidia JIT LTO Library"
 optional = false
 python-versions = ">=3"
 files = [
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 ]
@@ -3424,6 +4128,29 @@ pynvml-12-535-108 = ["nvidia-ml-py (==12.535.108)"]
 pynvml-12-535-133 = ["nvidia-ml-py (==12.535.133)"]
 pynvml-12-535-77 = ["nvidia-ml-py (==12.535.77)"]
 
+[[package]]
+name = "openai"
+version = "1.35.3"
+description = "The official Python library for the openai API"
+optional = false
+python-versions = ">=3.7.1"
+files = [
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+    {file = "openai-1.35.3.tar.gz", hash = "sha256:d6177087f150b381d49499be782d764213fdf638d391b29ca692b84dd675a389"},
+]
+
+[package.dependencies]
+anyio = ">=3.5.0,<5"
+distro = ">=1.7.0,<2"
+httpx = ">=0.23.0,<1"
+pydantic = ">=1.9.0,<3"
+sniffio = "*"
+tqdm = ">4"
+typing-extensions = ">=4.7,<5"
+
+[package.extras]
+datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
+
 [[package]]
 name = "openpyxl"
 version = "3.1.2"
@@ -3482,6 +4209,88 @@ openvino = ["optimum-intel[openvino] (>=1.15.0)"]
 quality = ["black (>=23.1,<24.0)", "ruff (==0.1.5)"]
 tests = ["Pillow", "accelerate", "diffusers (>=0.17.0)", "einops", "invisible-watermark", "parameterized", "pytest", "pytest-xdist", "requests", "rjieba", "sacremoses", "scikit-learn", "timm", "torchaudio", "torchvision"]
 
+[[package]]
+name = "optuna"
+version = "3.6.1"
+description = "A hyperparameter optimization framework"
+optional = false
+python-versions = ">=3.7"
+files = [
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+]
+
+[package.dependencies]
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+colorlog = "*"
+numpy = "*"
+packaging = ">=20.0"
+PyYAML = "*"
+sqlalchemy = ">=1.3.0"
+tqdm = "*"
+
+[package.extras]
+benchmark = ["asv (>=0.5.0)", "botorch", "cma", "virtualenv"]
+checking = ["black", "blackdoc", "flake8", "isort", "mypy", "mypy-boto3-s3", "types-PyYAML", "types-redis", "types-setuptools", "types-tqdm", "typing-extensions (>=3.10.0.0)"]
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+test = ["coverage", "fakeredis[lua]", "kaleido", "moto", "pytest", "scipy (>=1.9.2)", "torch"]
+
+[[package]]
+name = "orjson"
+version = "3.10.5"
+description = "Fast, correct Python JSON library supporting dataclasses, datetimes, and numpy"
+optional = false
+python-versions = ">=3.8"
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+    {file = "orjson-3.10.5.tar.gz", hash = "sha256:7a5baef8a4284405d96c90c7c62b755e9ef1ada84c2406c24a9ebec86b89f46d"},
+]
+
 [[package]]
 name = "outcome"
 version = "1.3.0.post0"
@@ -3857,6 +4666,23 @@ files = [
 [package.dependencies]
 wcwidth = "*"
 
+[[package]]
+name = "proto-plus"
+version = "1.24.0"
+description = "Beautiful, Pythonic protocol buffers."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "proto-plus-1.24.0.tar.gz", hash = "sha256:30b72a5ecafe4406b0d339db35b56c4059064e69227b8c3bda7462397f966445"},
+    {file = "proto_plus-1.24.0-py3-none-any.whl", hash = "sha256:402576830425e5f6ce4c2a6702400ac79897dab0b4343821aa5188b0fab81a12"},
+]
+
+[package.dependencies]
+protobuf = ">=3.19.0,<6.0.0dev"
+
+[package.extras]
+testing = ["google-api-core (>=1.31.5)"]
+
 [[package]]
 name = "protobuf"
 version = "3.20.3"
@@ -4000,6 +4826,31 @@ files = [
     {file = "pyarrow_hotfix-0.6.tar.gz", hash = "sha256:79d3e030f7ff890d408a100ac16d6f00b14d44a502d7897cd9fc3e3a534e9945"},
 ]
 
+[[package]]
+name = "pyasn1"
+version = "0.6.0"
+description = "Pure-Python implementation of ASN.1 types and DER/BER/CER codecs (X.208)"
+optional = false
+python-versions = ">=3.8"
+files = [
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+    {file = "pyasn1-0.6.0.tar.gz", hash = "sha256:3a35ab2c4b5ef98e17dfdec8ab074046fbda76e281c5a706ccd82328cfc8f64c"},
+]
+
+[[package]]
+name = "pyasn1-modules"
+version = "0.4.0"
+description = "A collection of ASN.1-based protocols modules"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "pyasn1_modules-0.4.0-py3-none-any.whl", hash = "sha256:be04f15b66c206eed667e0bb5ab27e2b1855ea54a842e5037738099e8ca4ae0b"},
+    {file = "pyasn1_modules-0.4.0.tar.gz", hash = "sha256:831dbcea1b177b28c9baddf4c6d1013c24c3accd14a1873fffaa6a2e905f17b6"},
+]
+
+[package.dependencies]
+pyasn1 = ">=0.4.6,<0.7.0"
+
 [[package]]
 name = "pycodestyle"
 version = "2.11.1"
@@ -4667,6 +5518,24 @@ files = [
     {file = "rfc3986_validator-0.1.1.tar.gz", hash = "sha256:3d44bde7921b3b9ec3ae4e3adca370438eccebc676456449b145d533b240d055"},
 ]
 
+[[package]]
+name = "rich"
+version = "13.7.1"
+description = "Render rich text, tables, progress bars, syntax highlighting, markdown and more to the terminal"
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+    {file = "rich-13.7.1.tar.gz", hash = "sha256:9be308cb1fe2f1f57d67ce99e95af38a1e2bc71ad9813b0e247cf7ffbcc3a432"},
+]
+
+[package.dependencies]
+markdown-it-py = ">=2.2.0"
+pygments = ">=2.13.0,<3.0.0"
+
+[package.extras]
+jupyter = ["ipywidgets (>=7.5.1,<9)"]
+
 [[package]]
 name = "rpds-py"
 version = "0.18.1"
@@ -4775,6 +5644,20 @@ files = [
     {file = "rpds_py-0.18.1.tar.gz", hash = "sha256:dc48b479d540770c811fbd1eb9ba2bb66951863e448efec2e2c102625328e92f"},
 ]
 
+[[package]]
+name = "rsa"
+version = "4.9"
+description = "Pure-Python RSA implementation"
+optional = false
+python-versions = ">=3.6,<4"
+files = [
+    {file = "rsa-4.9-py3-none-any.whl", hash = "sha256:90260d9058e514786967344d0ef75fa8727eed8a7d2e43ce9f4bcf1b536174f7"},
+    {file = "rsa-4.9.tar.gz", hash = "sha256:e38464a49c6c85d7f1351b0126661487a7e0a14a50f1675ec50eb34d4f20ef21"},
+]
+
+[package.dependencies]
+pyasn1 = ">=0.1.3"
+
 [[package]]
 name = "safetensors"
 version = "0.4.3"
@@ -5102,6 +5985,20 @@ docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "pygments
 testing = ["build[virtualenv]", "filelock (>=3.4.0)", "importlib-metadata", "ini2toml[lite] (>=0.9)", "jaraco.develop (>=7.21)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "mypy (==1.9)", "packaging (>=23.2)", "pip (>=19.1)", "pytest (>=6,!=8.1.1)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-home (>=0.5)", "pytest-mypy", "pytest-perf", "pytest-ruff (>=0.2.1)", "pytest-timeout", "pytest-xdist (>=3)", "tomli", "tomli-w (>=1.0.0)", "virtualenv (>=13.0.0)", "wheel"]
 testing-integration = ["build[virtualenv] (>=1.0.3)", "filelock (>=3.4.0)", "jaraco.envs (>=2.2)", "jaraco.path (>=3.2.0)", "packaging (>=23.2)", "pytest", "pytest-enabler", "pytest-xdist", "tomli", "virtualenv (>=13.0.0)", "wheel"]
 
+[[package]]
+name = "shtab"
+version = "1.7.1"
+description = "Automagic shell tab completion for Python CLI applications"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "shtab-1.7.1-py3-none-any.whl", hash = "sha256:32d3d2ff9022d4c77a62492b6ec875527883891e33c6b479ba4d41a51e259983"},
+    {file = "shtab-1.7.1.tar.gz", hash = "sha256:4e4bcb02eeb82ec45920a5d0add92eac9c9b63b2804c9196c1f1fdc2d039243c"},
+]
+
+[package.extras]
+dev = ["pytest (>=6)", "pytest-cov", "pytest-timeout"]
+
 [[package]]
 name = "six"
 version = "1.16.0"
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+pymysql = ["pymysql"]
+sqlcipher = ["sqlcipher3_binary"]
+
 [[package]]
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 version = "2.4.8"
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+
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+    {file = "tiktoken-0.7.0-cp39-cp39-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:2ee92776fdbb3efa02a83f968c19d4997a55c8e9ce7be821ceee04a1d1ee149c"},
+    {file = "tiktoken-0.7.0-cp39-cp39-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:e215292e99cb41fbc96988ef62ea63bb0ce1e15f2c147a61acc319f8b4cbe5bf"},
+    {file = "tiktoken-0.7.0-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:8a81bac94769cab437dd3ab0b8a4bc4e0f9cf6835bcaa88de71f39af1791727a"},
+    {file = "tiktoken-0.7.0-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:d6d73ea93e91d5ca771256dfc9d1d29f5a554b83821a1dc0891987636e0ae226"},
+    {file = "tiktoken-0.7.0-cp39-cp39-win_amd64.whl", hash = "sha256:2bcb28ddf79ffa424f171dfeef9a4daff61a94c631ca6813f43967cb263b83b9"},
+    {file = "tiktoken-0.7.0.tar.gz", hash = "sha256:1077266e949c24e0291f6c350433c6f0971365ece2b173a23bc3b9f9defef6b6"},
+]
+
+[package.dependencies]
+regex = ">=2022.1.18"
+requests = ">=2.26.0"
+
+[package.extras]
+blobfile = ["blobfile (>=2)"]
+
 [[package]]
 name = "tinycss2"
 version = "1.3.0"
@@ -6132,6 +7183,33 @@ build = ["cmake (>=3.20)", "lit"]
 tests = ["autopep8", "flake8", "isort", "numpy", "pytest", "scipy (>=1.7.1)", "torch"]
 tutorials = ["matplotlib", "pandas", "tabulate", "torch"]
 
+[[package]]
+name = "trl"
+version = "0.9.4"
+description = "Train transformer language models with reinforcement learning."
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "trl-0.9.4-py3-none-any.whl", hash = "sha256:a7322f73d818e4ff73441520ae2494ce46ce4c8052058fff7cb80d323ff87e28"},
+]
+
+[package.dependencies]
+accelerate = "*"
+datasets = "*"
+numpy = ">=1.18.2"
+torch = ">=1.4.0"
+transformers = ">=4.31.0"
+tyro = ">=0.5.11"
+
+[package.extras]
+benchmark = ["deepspeed", "ghapi", "openrlbenchmark (==0.2.1a5)", "requests", "wandb"]
+deepspeed = ["deepspeed (>=0.9.5)"]
+dev = ["accelerate", "bitsandbytes (<=0.41.1)", "deepspeed", "deepspeed (>=0.9.5)", "diffusers (>=0.18.0)", "ghapi", "openrlbenchmark (==0.2.1a5)", "parameterized", "peft (>=0.4.0)", "pytest", "pytest-cov", "pytest-xdist", "requests", "scikit-learn", "wandb"]
+diffusers = ["diffusers (>=0.18.0)"]
+peft = ["peft (>=0.4.0)"]
+quantization = ["bitsandbytes (<=0.41.1)"]
+test = ["accelerate", "parameterized", "pytest", "pytest-cov", "pytest-xdist", "scikit-learn"]
+
 [[package]]
 name = "typer"
 version = "0.9.4"
@@ -6175,6 +7253,42 @@ files = [
     {file = "typing_extensions-4.11.0.tar.gz", hash = "sha256:83f085bd5ca59c80295fc2a82ab5dac679cbe02b9f33f7d83af68e241bea51b0"},
 ]
 
+[[package]]
+name = "typing-inspect"
+version = "0.9.0"
+description = "Runtime inspection utilities for typing module."
+optional = false
+python-versions = "*"
+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"},
+]
+
+[package.dependencies]
+mypy-extensions = ">=0.3.0"
+typing-extensions = ">=3.7.4"
+
+[[package]]
+name = "tyro"
+version = "0.8.4"
+description = "Strongly typed, zero-effort CLI interfaces"
+optional = false
+python-versions = ">=3.7"
+files = [
+    {file = "tyro-0.8.4-py3-none-any.whl", hash = "sha256:e0990d8f14f7455c6e6a86e9fd890c411ef7b55686f75885837e0b616be3340f"},
+    {file = "tyro-0.8.4.tar.gz", hash = "sha256:ae87205a89406ae2adcf579e1df43328de3bc3a1e95ddb49f7c8e61405bd4adc"},
+]
+
+[package.dependencies]
+colorama = {version = ">=0.4.0", markers = "platform_system == \"Windows\""}
+docstring-parser = ">=0.14.1"
+rich = ">=11.1.0"
+shtab = ">=1.5.6"
+typing-extensions = ">=4.7.0"
+
+[package.extras]
+dev = ["PyYAML (>=6.0)", "attrs (>=21.4.0)", "coverage[toml] (>=6.5.0)", "eval-type-backport (>=0.1.3)", "flax (>=0.6.9)", "frozendict (>=2.3.4)", "mypy (>=1.4.1)", "numpy (>=1.20.0)", "omegaconf (>=2.2.2)", "pydantic (>=2.5.2)", "pyright (>=1.1.349)", "pytest (>=7.1.2)", "pytest-cov (>=3.0.0)", "ruff (>=0.1.13)", "torch (>=1.10.0)"]
+
 [[package]]
 name = "uri-template"
 version = "1.3.0"
@@ -6189,6 +7303,17 @@ files = [
 [package.extras]
 dev = ["flake8", "flake8-annotations", "flake8-bandit", "flake8-bugbear", "flake8-commas", "flake8-comprehensions", "flake8-continuation", "flake8-datetimez", "flake8-docstrings", "flake8-import-order", "flake8-literal", "flake8-modern-annotations", "flake8-noqa", "flake8-pyproject", "flake8-requirements", "flake8-typechecking-import", "flake8-use-fstring", "mypy", "pep8-naming", "types-PyYAML"]
 
+[[package]]
+name = "uritemplate"
+version = "4.1.1"
+description = "Implementation of RFC 6570 URI Templates"
+optional = false
+python-versions = ">=3.6"
+files = [
+    {file = "uritemplate-4.1.1-py2.py3-none-any.whl", hash = "sha256:830c08b8d99bdd312ea4ead05994a38e8936266f84b9a7878232db50b044e02e"},
+    {file = "uritemplate-4.1.1.tar.gz", hash = "sha256:4346edfc5c3b79f694bccd6d6099a322bbeb628dbf2cd86eea55a456ce5124f0"},
+]
+
 [[package]]
 name = "urllib3"
 version = "2.2.1"
@@ -6716,4 +7841,4 @@ test = ["mypy", "pre-commit", "pytest", "pytest-asyncio", "websockets (>=10.0)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "b3b7f6cca9f771914991e1f47c7240d72ecd181a67628990675d800e03af60e6"
+content-hash = "685922ef361192b52d3c8b3e238d469ac368db9ef61a29de093db97cfc215526"
diff --git a/pyproject.toml b/pyproject.toml
index 5f029cf..d23a29b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -44,6 +44,17 @@ torchtext = "^0.14.1"
 bitsandbytes = "^0.37.0"
 optimum = "^1.13.2"
 tensorboard = "^2.14.0"
+tiktoken = "^0.7.0"
+anthropic = "^0.29.0"
+pillow = "^10.3.0"
+google-generativeai = "^0.7.0"
+openai = "^1.35.3"
+tenacity = "^8.4.1"
+trl = "^0.9.4"
+langchain = "^0.2.5"
+langchain-openai = "^0.1.9"
+langchain-community = "^0.2.5"
+optuna = "^3.6.1"
 
 [tool.poetry.group.dev.dependencies]
 pytest = "^7.0.0"