diff --git "a/requirements.txt" "b/requirements.txt"
--- "a/requirements.txt"
+++ "b/requirements.txt"
@@ -1,124 +1,2320 @@
-sqlalchemy==2.0.23
-psycopg2-binary==2.9.9
-aiofiles==24.1.0 ; python_version >= "3.12" and python_version < "4.0"
-alembic==1.17.2 ; python_version >= "3.12" and python_version < "4.0"
-annotated-doc==0.0.4 ; python_version >= "3.12" and python_version < "4.0"
-annotated-types==0.7.0 ; python_version >= "3.12" and python_version < "4.0"
-anyio==4.12.0 ; python_version >= "3.12" and python_version < "4.0"
-audioop-lts==0.2.2 ; python_version >= "3.13" and python_version < "4.0"
-blinker==1.9.0 ; python_version >= "3.12" and python_version < "4.0"
-brotli==1.2.0 ; python_version >= "3.12" and python_version < "4.0"
-cachetools==6.2.4 ; python_version >= "3.12" and python_version < "4.0"
-certifi==2025.11.12 ; python_version >= "3.12" and python_version < "4.0"
-cffi==2.0.0 ; python_version >= "3.12" and python_version < "4.0" and platform_python_implementation != "PyPy"
-charset-normalizer==3.4.4 ; python_version >= "3.12" and python_version < "4.0"
-click==8.3.1 ; python_version >= "3.12" and python_version < "4.0"
-cloudpickle==3.1.2 ; python_version >= "3.12" and python_version < "4.0"
-colorama==0.4.6 ; python_version >= "3.12" and python_version < "4.0" and (platform_system == "Windows" or sys_platform == "win32")
-contourpy==1.3.3 ; python_version >= "3.12" and python_version < "4.0"
-cryptography==46.0.3 ; python_version >= "3.12" and python_version < "4.0"
-cycler==0.12.1 ; python_version >= "3.12" and python_version < "4.0"
-databricks-sdk==0.76.0 ; python_version >= "3.12" and python_version < "4.0"
-deprecated==1.3.1 ; python_version >= "3.12" and python_version < "4.0"
-docker==7.1.0 ; python_version >= "3.12" and python_version < "4.0"
-fastapi==0.127.1 ; python_version >= "3.12" and python_version < "4.0"
-ffmpy==1.0.0 ; python_version >= "3.12" and python_version < "4.0"
-filelock==3.20.1 ; python_version >= "3.12" and python_version < "4.0"
-flask-cors==6.0.2 ; python_version >= "3.12" and python_version < "4.0"
-flask==3.1.2 ; python_version >= "3.12" and python_version < "4.0"
-fonttools==4.61.1 ; python_version >= "3.12" and python_version < "4.0"
-fsspec==2025.12.0 ; python_version >= "3.12" and python_version < "4.0"
-gitdb==4.0.12 ; python_version >= "3.12" and python_version < "4.0"
-gitpython==3.1.45 ; python_version >= "3.12" and python_version < "4.0"
-google-auth==2.45.0 ; python_version >= "3.12" and python_version < "4.0"
-gradio-client==2.0.2 ; python_version >= "3.12" and python_version < "4.0"
-gradio==6.2.0 ; python_version >= "3.12" and python_version < "4.0"
-graphene==3.4.3 ; python_version >= "3.12" and python_version < "4.0"
-graphql-core==3.2.7 ; python_version >= "3.12" and python_version < "4.0"
-graphql-relay==3.2.0 ; python_version >= "3.12" and python_version < "4.0"
-greenlet==3.3.0 ; python_version >= "3.12" and python_version < "4.0" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32")
-groovy==0.1.2 ; python_version >= "3.12" and python_version < "4.0"
-gunicorn==23.0.0 ; python_version >= "3.12" and python_version < "4.0" and platform_system != "Windows"
-h11==0.16.0 ; python_version >= "3.12" and python_version < "4.0"
-hf-xet==1.2.0 ; python_version >= "3.12" and python_version < "4.0" and (platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "arm64" or platform_machine == "aarch64")
-httpcore==1.0.9 ; python_version >= "3.12" and python_version < "4.0"
-httptools==0.7.1 ; python_version >= "3.12" and python_version < "4.0"
-httpx==0.28.1 ; python_version >= "3.12" and python_version < "4.0"
-huey==2.5.5 ; python_version >= "3.12" and python_version < "4.0"
-huggingface-hub==1.2.3 ; python_version >= "3.12" and python_version < "4.0"
-idna==3.11 ; python_version >= "3.12" and python_version < "4.0"
-imbalanced-learn==0.13.0 ; python_version >= "3.12" and python_version < "4.0"
-importlib-metadata==8.7.1 ; python_version >= "3.12" and python_version < "4.0"
-itsdangerous==2.2.0 ; python_version >= "3.12" and python_version < "4.0"
-jinja2==3.1.6 ; python_version >= "3.12" and python_version < "4.0"
-joblib==1.5.3 ; python_version >= "3.12" and python_version < "4.0"
-kiwisolver==1.4.9 ; python_version >= "3.12" and python_version < "4.0"
-limits==5.6.0 ; python_version >= "3.12" and python_version < "4.0"
-mako==1.3.10 ; python_version >= "3.12" and python_version < "4.0"
-markdown-it-py==4.0.0 ; python_version >= "3.12" and python_version < "4.0"
-markupsafe==3.0.3 ; python_version >= "3.12" and python_version < "4.0"
-matplotlib==3.10.8 ; python_version >= "3.12" and python_version < "4.0"
-mdurl==0.1.2 ; python_version >= "3.12" and python_version < "4.0"
-mlflow-skinny==3.8.1 ; python_version >= "3.12" and python_version < "4.0"
-mlflow-tracing==3.8.1 ; python_version >= "3.12" and python_version < "4.0"
-mlflow==3.8.1 ; python_version >= "3.12" and python_version < "4.0"
-numpy==2.4.0 ; python_version >= "3.12" and python_version < "4.0"
-nvidia-nccl-cu12==2.28.9 ; python_version >= "3.12" and python_version < "4.0" and platform_system == "Linux" and platform_machine != "aarch64"
-opentelemetry-api==1.39.1 ; python_version >= "3.12" and python_version < "4.0"
-opentelemetry-proto==1.39.1 ; python_version >= "3.12" and python_version < "4.0"
-opentelemetry-sdk==1.39.1 ; python_version >= "3.12" and python_version < "4.0"
-opentelemetry-semantic-conventions==0.60b1 ; python_version >= "3.12" and python_version < "4.0"
-orjson==3.11.5 ; python_version >= "3.12" and python_version < "4.0"
-packaging==25.0 ; python_version >= "3.12" and python_version < "4.0"
-pandas==2.3.3 ; python_version >= "3.12" and python_version < "4.0"
-pillow==12.0.0 ; python_version >= "3.12" and python_version < "4.0"
-protobuf==6.33.2 ; python_version >= "3.12" and python_version < "4.0"
-pyarrow==22.0.0 ; python_version >= "3.12" and python_version < "4.0"
-pyasn1-modules==0.4.2 ; python_version >= "3.12" and python_version < "4.0"
-pyasn1==0.6.1 ; python_version >= "3.12" and python_version < "4.0"
-pycparser==2.23 ; python_version >= "3.12" and python_version < "4.0" and platform_python_implementation != "PyPy" and implementation_name != "PyPy"
-pydantic-core==2.41.5 ; python_version >= "3.12" and python_version < "4.0"
-pydantic==2.12.5 ; python_version >= "3.12" and python_version < "4.0"
-pydub==0.25.1 ; python_version >= "3.12" and python_version < "4.0"
-pygments==2.19.2 ; python_version >= "3.12" and python_version < "4.0"
-pyparsing==3.3.1 ; python_version >= "3.12" and python_version < "4.0"
-python-dateutil==2.9.0.post0 ; python_version >= "3.12" and python_version < "4.0"
-python-dotenv==1.2.1 ; python_version >= "3.12" and python_version < "4.0"
-python-json-logger==4.0.0 ; python_version >= "3.12" and python_version < "4.0"
-python-multipart==0.0.21 ; python_version >= "3.12" and python_version < "4.0"
-pytz==2025.2 ; python_version >= "3.12" and python_version < "4.0"
-pywin32==311 ; python_version >= "3.12" and python_version < "4.0" and sys_platform == "win32"
-pyyaml==6.0.3 ; python_version >= "3.12" and python_version < "4.0"
-requests==2.32.5 ; python_version >= "3.12" and python_version < "4.0"
-rich==14.2.0 ; python_version >= "3.12" and python_version < "4.0"
-rsa==4.9.1 ; python_version >= "3.12" and python_version < "4.0"
-safehttpx==0.1.7 ; python_version >= "3.12" and python_version < "4.0"
-scikit-learn==1.6.1 ; python_version >= "3.12" and python_version < "4.0"
-scipy==1.16.3 ; python_version >= "3.12" and python_version < "4.0"
-semantic-version==2.10.0 ; python_version >= "3.12" and python_version < "4.0"
-shellingham==1.5.4 ; python_version >= "3.12" and python_version < "4.0"
-six==1.17.0 ; python_version >= "3.12" and python_version < "4.0"
-sklearn-compat==0.1.5 ; python_version >= "3.12" and python_version < "4.0"
-slowapi==0.1.9 ; python_version >= "3.12" and python_version < "4.0"
-smmap==5.0.2 ; python_version >= "3.12" and python_version < "4.0"
-sqlalchemy==2.0.45 ; python_version >= "3.12" and python_version < "4.0"
-sqlparse==0.5.5 ; python_version >= "3.12" and python_version < "4.0"
-starlette==0.50.0 ; python_version >= "3.12" and python_version < "4.0"
-threadpoolctl==3.6.0 ; python_version >= "3.12" and python_version < "4.0"
-tomlkit==0.13.3 ; python_version >= "3.12" and python_version < "4.0"
-tqdm==4.67.1 ; python_version >= "3.12" and python_version < "4.0"
-typer-slim==0.21.0 ; python_version >= "3.12" and python_version < "4.0"
-typer==0.21.0 ; python_version >= "3.12" and python_version < "4.0"
-typing-extensions==4.15.0 ; python_version >= "3.12" and python_version < "4.0"
-typing-inspection==0.4.2 ; python_version >= "3.12" and python_version < "4.0"
-tzdata==2025.3 ; python_version >= "3.12" and python_version < "4.0"
-urllib3==2.6.2 ; python_version >= "3.12" and python_version < "4.0"
-uvicorn==0.32.1 ; python_version >= "3.12" and python_version < "4.0"
-uvloop==0.22.1 ; python_version >= "3.12" and python_version < "4.0" and sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy"
-waitress==3.0.2 ; python_version >= "3.12" and python_version < "4.0" and platform_system == "Windows"
-watchfiles==1.1.1 ; python_version >= "3.12" and python_version < "4.0"
-websockets==15.0.1 ; python_version >= "3.12" and python_version < "4.0"
-werkzeug==3.1.4 ; python_version >= "3.12" and python_version < "4.0"
-wrapt==2.0.1 ; python_version >= "3.12" and python_version < "4.0"
-xgboost==2.1.4 ; python_version >= "3.12" and python_version < "4.0"
-zipp==3.23.0 ; python_version >= "3.12" and python_version < "4.0"
+aiofiles==24.1.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:22a075c9e5a3810f0c2e48f3008c94d68c65d763b9b03857924c99e57355166c \
+    --hash=sha256:b4ec55f4195e3eb5d7abd1bf7e061763e864dd4954231fb8539a0ef8bb8260e5
+alembic==1.17.2 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:bbe9751705c5e0f14877f02d46c53d10885e377e3d90eda810a016f9baa19e8e \
+    --hash=sha256:f483dd1fe93f6c5d49217055e4d15b905b425b6af906746abb35b69c1996c4e6
+annotated-doc==0.0.4 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:571ac1dc6991c450b25a9c2d84a3705e2ae7a53467b5d111c24fa8baabbed320 \
+    --hash=sha256:fbcda96e87e9c92ad167c2e53839e57503ecfda18804ea28102353485033faa4
+annotated-types==0.7.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53 \
+    --hash=sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89
+anyio==4.12.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:73c693b567b0c55130c104d0b43a9baf3aa6a31fc6110116509f27bf75e21ec0 \
+    --hash=sha256:dad2376a628f98eeca4881fc56cd06affd18f659b17a747d3ff0307ced94b1bb
+audioop-lts==0.2.2 ; python_version >= "3.13" and python_version < "4.0" \
+    --hash=sha256:0337d658f9b81f4cd0fdb1f47635070cc084871a3d4646d9de74fdf4e7c3d24a \
+    --hash=sha256:03f061a1915538fd96272bac9551841859dbb2e3bf73ebe4a23ef043766f5449 \
+    --hash=sha256:068aa17a38b4e0e7de771c62c60bbca2455924b67a8814f3b0dee92b5820c0b3 \
+    --hash=sha256:088327f00488cdeed296edd9215ca159f3a5a5034741465789cad403fcf4bec0 \
+    --hash=sha256:0d9385e96f9f6da847f4d571ce3cb15b5091140edf3db97276872647ce37efd7 \
+    --hash=sha256:106753a83a25ee4d6f473f2be6b0966fc1c9af7e0017192f5531a3e7463dce58 \
+    --hash=sha256:143fad0311e8209ece30a8dbddab3b65ab419cbe8c0dde6e8828da25999be911 \
+    --hash=sha256:15ab25dd3e620790f40e9ead897f91e79c0d3ce65fe193c8ed6c26cffdd24be7 \
+    --hash=sha256:167d3b62586faef8b6b2275c3218796b12621a60e43f7e9d5845d627b9c9b80e \
+    --hash=sha256:2b267b70747d82125f1a021506565bdc5609a2b24bcb4773c16d79d2bb260bbd \
+    --hash=sha256:3bcddaaf6cc5935a300a8387c99f7a7fbbe212a11568ec6cf6e4bc458c048636 \
+    --hash=sha256:3fc38008969796f0f689f1453722a0f463da1b8a6fbee11987830bfbb664f623 \
+    --hash=sha256:47eba38322370347b1c47024defbd36374a211e8dd5b0dcbce7b34fdb6f8847b \
+    --hash=sha256:48159d96962674eccdca9a3df280e864e8ac75e40a577cc97c5c42667ffabfc5 \
+    --hash=sha256:49ee1a41738a23e98d98b937a0638357a2477bc99e61b0f768a8f654f45d9b7a \
+    --hash=sha256:4a53aa7c16a60a6857e6b0b165261436396ef7293f8b5c9c828a3a203147ed4a \
+    --hash=sha256:4b4cd51a57b698b2d06cb9993b7ac8dfe89a3b2878e96bc7948e9f19ff51dba6 \
+    --hash=sha256:51c916108c56aa6e426ce611946f901badac950ee2ddaf302b7ed35d9958970d \
+    --hash=sha256:550c114a8df0aafe9a05442a1162dfc8fec37e9af1d625ae6060fed6e756f303 \
+    --hash=sha256:58cf54380c3884fb49fdd37dfb7a772632b6701d28edd3e2904743c5e1773602 \
+    --hash=sha256:5b00be98ccd0fc123dcfad31d50030d25fcf31488cde9e61692029cd7394733b \
+    --hash=sha256:5f93a5db13927a37d2d09637ccca4b2b6b48c19cd9eda7b17a2e9f77edee6a6f \
+    --hash=sha256:64d0c62d88e67b98a1a5e71987b7aa7b5bcffc7dcee65b635823dbdd0a8dbbd0 \
+    --hash=sha256:73f80bf4cd5d2ca7814da30a120de1f9408ee0619cc75da87d0641273d202a09 \
+    --hash=sha256:752d76472d9804ac60f0078c79cdae8b956f293177acd2316cd1e15149aee132 \
+    --hash=sha256:83c381767e2cc10e93e40281a04852facc4cd9334550e0f392f72d1c0a9c5753 \
+    --hash=sha256:8fefe5868cd082db1186f2837d64cfbfa78b548ea0d0543e9b28935ccce81ce9 \
+    --hash=sha256:9191d68659eda01e448188f60364c7763a7ca6653ed3f87ebb165822153a8547 \
+    --hash=sha256:96f19de485a2925314f5020e85911fb447ff5fbef56e8c7c6927851b95533a1c \
+    --hash=sha256:9a13dc409f2564de15dd68be65b462ba0dde01b19663720c68c1140c782d1d75 \
+    --hash=sha256:a2c2a947fae7d1062ef08c4e369e0ba2086049a5e598fda41122535557012e9e \
+    --hash=sha256:a2d4f1513d63c795e82948e1305f31a6d530626e5f9f2605408b300ae6095093 \
+    --hash=sha256:a5bf613e96f49712073de86f20dbdd4014ca18efd4d34ed18c75bd808337851b \
+    --hash=sha256:a6d2e0f9f7a69403e388894d4ca5ada5c47230716a03f2847cfc7bd1ecb589d6 \
+    --hash=sha256:b492c3b040153e68b9fdaff5913305aaaba5bb433d8a7f73d5cf6a64ed3cc1dd \
+    --hash=sha256:ba7c3a7e5f23e215cb271516197030c32aef2e754252c4c70a50aaff7031a2c8 \
+    --hash=sha256:c0022283e9556e0f3643b7c3c03f05063ca72b3063291834cca43234f20c60bb \
+    --hash=sha256:c174e322bb5783c099aaf87faeb240c8d210686b04bd61dfd05a8e5a83d88969 \
+    --hash=sha256:c9c8e68d8b4a56fda8c025e538e639f8c5953f5073886b596c93ec9b620055e7 \
+    --hash=sha256:cfcac6aa6f42397471e4943e0feb2244549db5c5d01efcd02725b96af417f3fe \
+    --hash=sha256:d5e73fa573e273e4f2e5ff96f9043858a5e9311e94ffefd88a3186a910c70917 \
+    --hash=sha256:def246fe9e180626731b26e89816e79aae2276f825420a07b4a647abaa84becc \
+    --hash=sha256:dfbbc74ec68a0fd08cfec1f4b5e8cca3d3cd7de5501b01c4b5d209995033cde9 \
+    --hash=sha256:e160bf9df356d841bb6c180eeeea1834085464626dc1b68fa4e1d59070affdc3 \
+    --hash=sha256:e541c3ef484852ef36545f66209444c48b28661e864ccadb29daddb6a4b8e5f5 \
+    --hash=sha256:f9b0b8a03ef474f56d1a842af1a2e01398b8f7654009823c6d9e0ecff4d5cfbf \
+    --hash=sha256:f9ee9b52f5f857fbaf9d605a360884f034c92c1c23021fb90b2e39b8e64bede6 \
+    --hash=sha256:fbdd522624141e40948ab3e8cdae6e04c748d78710e9f0f8d4dae2750831de19 \
+    --hash=sha256:fd3d4602dc64914d462924a08c1a9816435a2155d74f325853c1f1ac3b2d9800
+blinker==1.9.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:b4ce2265a7abece45e7cc896e98dbebe6cead56bcf805a3d23136d145f5445bf \
+    --hash=sha256:ba0efaa9080b619ff2f3459d1d500c57bddea4a6b424b60a91141db6fd2f08bc
+brotli==1.2.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:022426c9e99fd65d9475dce5c195526f04bb8be8907607e27e747893f6ee3e24 \
+    --hash=sha256:072e7624b1fc4d601036ab3f4f27942ef772887e876beff0301d261210bca97f \
+    --hash=sha256:09ac247501d1909e9ee47d309be760c89c990defbb2e0240845c892ea5ff0de4 \
+    --hash=sha256:0bbd5b5ccd157ae7913750476d48099aaf507a79841c0d04a9db4415b14842de \
+    --hash=sha256:0cf8c3b8ba93d496b2fae778039e2f5ecc7cff99df84df337ca31d8f2252896c \
+    --hash=sha256:14ef29fc5f310d34fc7696426071067462c9292ed98b5ff5a27ac70a200e5470 \
+    --hash=sha256:15b33fe93cedc4caaff8a0bd1eb7e3dab1c61bb22a0bf5bdfdfd97cd7da79744 \
+    --hash=sha256:1b1d6a4efedd53671c793be6dd760fcf2107da3a52331ad9ea429edf0902f27a \
+    --hash=sha256:1b557b29782a643420e08d75aea889462a4a8796e9a6cf5621ab05a3f7da8ef2 \
+    --hash=sha256:1b71754d5b6eda54d16fbbed7fce2d8bc6c052a1b91a35c320247946ee103502 \
+    --hash=sha256:1ce223652fd4ed3eb2b7f78fbea31c52314baecfac68db44037bb4167062a937 \
+    --hash=sha256:1e68cdf321ad05797ee41d1d09169e09d40fdf51a725bb148bff892ce04583d7 \
+    --hash=sha256:260d3692396e1895c5034f204f0db022c056f9e2ac841593a4cf9426e2a3faca \
+    --hash=sha256:26e8d3ecb0ee458a9804f47f21b74845cc823fd1bb19f02272be70774f56e2a6 \
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+    --hash=sha256:fe562eb1a64e67dd297ccc4f5addea2501664954f2692b69a76449ec7913ecbf
+charset-normalizer==3.4.4 ; python_version >= "3.12" and python_version < "4.0" \
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+    --hash=sha256:fd44c878ea55ba351104cb93cc85e74916eb8fa440ca7903e57575e97394f608
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+    --hash=sha256:12ff4785d337a1bb490bb7e9c2b1ee5da3112e94a8622f26a6c77f5d2fc6842a \
+    --hash=sha256:981153a64e25f12d547d3426c367a4857371575ee7ad18df2a6183ab0545b2a6
+cloudpickle==3.1.2 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414 \
+    --hash=sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a
+colorama==0.4.6 ; python_version >= "3.12" and python_version < "4.0" and (platform_system == "Windows" or sys_platform == "win32") \
+    --hash=sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44 \
+    --hash=sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6
+contourpy==1.3.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:023b44101dfe49d7d53932be418477dba359649246075c996866106da069af69 \
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+    --hash=sha256:88bb128f02ba341da8ef447245a9e138fae777f6a23943da4540077d3601eb1c
+databricks-sdk==0.76.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:6696dda22bc52c8f50a50d24e6ccd1c855f92c0f68f5afe4eb2e77d5b1b1a65f \
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+deprecated==1.3.1 ; python_version >= "3.12" and python_version < "4.0" \
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+    --hash=sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223
+docker==7.1.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:ad8c70e6e3f8926cb8a92619b832b4ea5299e2831c14284663184e200546fa6c \
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+fastapi==0.127.1 ; python_version >= "3.12" and python_version < "4.0" \
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+ffmpy==1.0.0 ; python_version >= "3.12" and python_version < "4.0" \
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+filelock==3.20.1 ; python_version >= "3.12" and python_version < "4.0" \
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+flask-cors==6.0.2 ; python_version >= "3.12" and python_version < "4.0" \
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+flask==3.1.2 ; python_version >= "3.12" and python_version < "4.0" \
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+    --hash=sha256:d8db08051fc9e7d8bc622f2112511b8107d8f27cd89e2f64ec45e9825e8288da \
+    --hash=sha256:d9203500f7c63545b4ce3799319fe4d9feb1a1b89b28d3cb5abd11b9dd64147e \
+    --hash=sha256:dc492779501fa723b04d0ab1f5be046797fee17d27700476edc7ee9ae535a61e \
+    --hash=sha256:e6bcdf33aec38d16508ce61fd81838f24c83c90a1d1b8c68982857038673d6b8 \
+    --hash=sha256:e76ce097e3c57c4bcb67c5aa24a0ecdbd9f74ea9219997a707a4061fbe2707aa \
+    --hash=sha256:eff1ac3cc66c2ac7cda1e64b4e2f3ffef474b7335f92fc3833fc632d595fcee6 \
+    --hash=sha256:f3cb4a569029b9f291f88aafc927dd53683757e640081ca8c412781ea144565e \
+    --hash=sha256:f79b168428351d11e10c5aeb61a74e1851ec221081299f4cf56036a95431c43a \
+    --hash=sha256:fa646ecec9528bef693415c79a86e733c70a4965dd938e9a226b0fc64c9d2e6c \
+    --hash=sha256:fe2efccb324948a11dd09d22136fe2ac8a97d6c1347cf0b58a911dcd529f66b7 \
+    --hash=sha256:fff4f534200a04b4a36e7ae3cb74493afe807b517a09e99cb4faa89a34ed6ecd
+fsspec==2025.12.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:8bf1fe301b7d8acfa6e8571e3b1c3d158f909666642431cc78a1b7b4dbc5ec5b \
+    --hash=sha256:c505de011584597b1060ff778bb664c1bc022e87921b0e4f10cc9c44f9635973
+gitdb==4.0.12 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:5ef71f855d191a3326fcfbc0d5da835f26b13fbcba60c32c21091c349ffdb571 \
+    --hash=sha256:67073e15955400952c6565cc3e707c554a4eea2e428946f7a4c162fab9bd9bcf
+gitpython==3.1.45 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:85b0ee964ceddf211c41b9f27a49086010a190fd8132a24e21f362a4b36a791c \
+    --hash=sha256:8908cb2e02fb3b93b7eb0f2827125cb699869470432cc885f019b8fd0fccff77
+google-auth==2.45.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:82344e86dc00410ef5382d99be677c6043d72e502b625aa4f4afa0bdacca0f36 \
+    --hash=sha256:90d3f41b6b72ea72dd9811e765699ee491ab24139f34ebf1ca2b9cc0c38708f3
+gradio-client==2.0.2 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:46a7f63eaa7758fe2e38be7f78f26a1fff48a7b526ebdd87141b050e08556622 \
+    --hash=sha256:9800a3cead74881ffb3b0d6b731ea4a8e3c52d2ba63d5ab350e30db53566d4bf
+gradio==6.2.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:65bcd9e26e77e9be8d688abdb18351d3f537ed16418c4274a513f280894317ed \
+    --hash=sha256:f4f1d7407d5179ac3917ffb2f40545c6c23146bde4257b0bd5110e7b5e862e5b
+graphene==3.4.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:2a3786948ce75fe7e078443d37f609cbe5bb36ad8d6b828740ad3b95ed1a0aaa \
+    --hash=sha256:820db6289754c181007a150db1f7fff544b94142b556d12e3ebc777a7bf36c71
+graphql-core==3.2.7 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:17fc8f3ca4a42913d8e24d9ac9f08deddf0a0b2483076575757f6c412ead2ec0 \
+    --hash=sha256:27b6904bdd3b43f2a0556dad5d579bdfdeab1f38e8e8788e555bdcb586a6f62c
+graphql-relay==3.2.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:1ff1c51298356e481a0be009ccdff249832ce53f30559c1338f22a0e0d17250c \
+    --hash=sha256:c9b22bd28b170ba1fe674c74384a8ff30a76c8e26f88ac3aa1584dd3179953e5
+greenlet==3.3.0 ; python_version >= "3.12" and python_version < "4.0" and (platform_machine == "aarch64" or platform_machine == "ppc64le" or platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "win32" or platform_machine == "WIN32") \
+    --hash=sha256:047ab3df20ede6a57c35c14bf5200fcf04039d50f908270d3f9a7a82064f543b \
+    --hash=sha256:087ea5e004437321508a8d6f20efc4cfec5e3c30118e1417ea96ed1d93950527 \
+    --hash=sha256:0a5d554d0712ba1de0a6c94c640f7aeba3f85b3a6e1f2899c11c2c0428da9365 \
+    --hash=sha256:2662433acbca297c9153a4023fe2161c8dcfdcc91f10433171cf7e7d94ba2221 \
+    --hash=sha256:286d093f95ec98fdd92fcb955003b8a3d054b4e2cab3e2707a5039e7b50520fd \
+    --hash=sha256:2d9ad37fc657b1102ec880e637cccf20191581f75c64087a549e66c57e1ceb53 \
+    --hash=sha256:2de5a0b09eab81fc6a382791b995b1ccf2b172a9fec934747a7a23d2ff291794 \
+    --hash=sha256:30a6e28487a790417d036088b3bcb3f3ac7d8babaa7d0139edbaddebf3af9492 \
+    --hash=sha256:349345b770dc88f81506c6861d22a6ccd422207829d2c854ae2af8025af303e3 \
+    --hash=sha256:39b28e339fc3c348427560494e28d8a6f3561c8d2bcf7d706e1c624ed8d822b9 \
+    --hash=sha256:3a898b1e9c5f7307ebbde4102908e6cbfcb9ea16284a3abe15cab996bee8b9b3 \
+    --hash=sha256:3c6e9b9c1527a78520357de498b0e709fb9e2f49c3a513afd5a249007261911b \
+    --hash=sha256:4243050a88ba61842186cb9e63c7dfa677ec146160b0efd73b855a3d9c7fcf32 \
+    --hash=sha256:4449a736606bd30f27f8e1ff4678ee193bc47f6ca810d705981cfffd6ce0d8c5 \
+    --hash=sha256:5375d2e23184629112ca1ea89a53389dddbffcf417dad40125713d88eb5f96e8 \
+    --hash=sha256:5773edda4dc00e173820722711d043799d3adb4f01731f40619e07ea2750b955 \
+    --hash=sha256:60c2ef0f578afb3c8d92ea07ad327f9a062547137afe91f38408f08aacab667f \
+    --hash=sha256:670d0f94cd302d81796e37299bcd04b95d62403883b24225c6b5271466612f45 \
+    --hash=sha256:6c10513330af5b8ae16f023e8ddbfb486ab355d04467c4679c5cfe4659975dd9 \
+    --hash=sha256:6cb3a8ec3db4a3b0eb8a3c25436c2d49e3505821802074969db017b87bc6a948 \
+    --hash=sha256:6f8496d434d5cb2dce025773ba5597f71f5410ae499d5dd9533e0653258cdb3d \
+    --hash=sha256:73631cd5cccbcfe63e3f9492aaa664d278fda0ce5c3d43aeda8e77317e38efbd \
+    --hash=sha256:73f51dd0e0bdb596fb0417e475fa3c5e32d4c83638296e560086b8d7da7c4170 \
+    --hash=sha256:7652ee180d16d447a683c04e4c5f6441bae7ba7b17ffd9f6b3aff4605e9e6f71 \
+    --hash=sha256:7d2d9fd66bfadf230b385fdc90426fcd6eb64db54b40c495b72ac0feb5766c54 \
+    --hash=sha256:7dee147740789a4632cace364816046e43310b59ff8fb79833ab043aefa72fd5 \
+    --hash=sha256:83cd0e36932e0e7f36a64b732a6f60c2fc2df28c351bae79fbaf4f8092fe7614 \
+    --hash=sha256:87e63ccfa13c0a0f6234ed0add552af24cc67dd886731f2261e46e241608bee3 \
+    --hash=sha256:9ee1942ea19550094033c35d25d20726e4f1c40d59545815e1128ac58d416d38 \
+    --hash=sha256:9f515a47d02da4d30caaa85b69474cec77b7929b2e936ff7fb853d42f4bf8808 \
+    --hash=sha256:a1e41a81c7e2825822f4e068c48cb2196002362619e2d70b148f20a831c00739 \
+    --hash=sha256:a687205fb22794e838f947e2194c0566d3812966b41c78709554aa883183fb62 \
+    --hash=sha256:a7a34b13d43a6b78abf828a6d0e87d3385680eaf830cd60d20d52f249faabf39 \
+    --hash=sha256:a82bb225a4e9e4d653dd2fb7b8b2d36e4fb25bc0165422a11e48b88e9e6f78fb \
+    --hash=sha256:ab97cf74045343f6c60a39913fa59710e4bd26a536ce7ab2397adf8b27e67c39 \
+    --hash=sha256:ac0549373982b36d5fd5d30beb8a7a33ee541ff98d2b502714a09f1169f31b55 \
+    --hash=sha256:b01548f6e0b9e9784a2c99c5651e5dc89ffcbe870bc5fb2e5ef864e9cc6b5dcb \
+    --hash=sha256:b299a0cb979f5d7197442dccc3aee67fce53500cd88951b7e6c35575701c980b \
+    --hash=sha256:b3c374782c2935cc63b2a27ba8708471de4ad1abaa862ffdb1ef45a643ddbb7d \
+    --hash=sha256:b49e7ed51876b459bd645d83db257f0180e345d3f768a35a85437a24d5a49082 \
+    --hash=sha256:b96dc7eef78fd404e022e165ec55327f935b9b52ff355b067eb4a0267fc1cffb \
+    --hash=sha256:c024b1e5696626890038e34f76140ed1daf858e37496d33f2af57f06189e70d7 \
+    --hash=sha256:d198d2d977460358c3b3a4dc844f875d1adb33817f0613f663a656f463764ccc \
+    --hash=sha256:d6ed6f85fae6cdfdb9ce04c9bf7a08d666cfcfb914e7d006f44f840b46741931 \
+    --hash=sha256:d9125050fcf24554e69c4cacb086b87b3b55dc395a8b3ebe6487b045b2614388 \
+    --hash=sha256:dcd2bdbd444ff340e8d6bdf54d2f206ccddbb3ccfdcd3c25bf4afaa7b8f0cf45 \
+    --hash=sha256:e29f3018580e8412d6aaf5641bb7745d38c85228dacf51a73bd4e26ddf2a6a8e \
+    --hash=sha256:e8e18ed6995e9e2c0b4ed264d2cf89260ab3ac7e13555b8032b25a74c6d18655
+groovy==0.1.2 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:25c1dc09b3f9d7e292458aa762c6beb96ea037071bf5e917fc81fb78d2231083 \
+    --hash=sha256:7f7975bab18c729a257a8b1ae9dcd70b7cafb1720481beae47719af57c35fa64
+gunicorn==23.0.0 ; python_version >= "3.12" and python_version < "4.0" and platform_system != "Windows" \
+    --hash=sha256:ec400d38950de4dfd418cff8328b2c8faed0edb0d517d3394e457c317908ca4d \
+    --hash=sha256:f014447a0101dc57e294f6c18ca6b40227a4c90e9bdb586042628030cba004ec
+h11==0.16.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:4e35b956cf45792e4caa5885e69fba00bdbc6ffafbfa020300e549b208ee5ff1 \
+    --hash=sha256:63cf8bbe7522de3bf65932fda1d9c2772064ffb3dae62d55932da54b31cb6c86
+hf-xet==1.2.0 ; python_version >= "3.12" and python_version < "4.0" and (platform_machine == "x86_64" or platform_machine == "amd64" or platform_machine == "AMD64" or platform_machine == "arm64" or platform_machine == "aarch64") \
+    --hash=sha256:10bfab528b968c70e062607f663e21e34e2bba349e8038db546646875495179e \
+    --hash=sha256:210d577732b519ac6ede149d2f2f34049d44e8622bf14eb3d63bbcd2d4b332dc \
+    --hash=sha256:27df617a076420d8845bea087f59303da8be17ed7ec0cd7ee3b9b9f579dff0e4 \
+    --hash=sha256:293a7a3787e5c95d7be1857358a9130694a9c6021de3f27fa233f37267174382 \
+    --hash=sha256:29c8fc913a529ec0a91867ce3d119ac1aac966e098cf49501800c870328cc090 \
+    --hash=sha256:2a212e842647b02eb6a911187dc878e79c4aa0aa397e88dd3b26761676e8c1f8 \
+    --hash=sha256:30e06daccb3a7d4c065f34fc26c14c74f4653069bb2b194e7f18f17cbe9939c0 \
+    --hash=sha256:3651fd5bfe0281951b988c0facbe726aa5e347b103a675f49a3fa8144c7968fd \
+    --hash=sha256:46740d4ac024a7ca9b22bebf77460ff43332868b661186a8e46c227fdae01848 \
+    --hash=sha256:4c1428c9ae73ec0939410ec73023c4f842927f39db09b063b9482dac5a3bb737 \
+    --hash=sha256:66e159cbfcfbb29f920db2c09ed8b660eb894640d284f102ada929b6e3dc410a \
+    --hash=sha256:6de1fc44f58f6dd937956c8d304d8c2dea264c80680bcfa61ca4a15e7b76780f \
+    --hash=sha256:7d40b18769bb9a8bc82a9ede575ce1a44c75eb80e7375a01d76259089529b5dc \
+    --hash=sha256:9c91d5ae931510107f148874e9e2de8a16052b6f1b3ca3c1b12f15ccb491390f \
+    --hash=sha256:a55558084c16b09b5ed32ab9ed38421e2d87cf3f1f89815764d1177081b99865 \
+    --hash=sha256:a8c27070ca547293b6890c4bf389f713f80e8c478631432962bb7f4bc0bd7d7f \
+    --hash=sha256:b70218dd548e9840224df5638fdc94bd033552963cfa97f9170829381179c813 \
+    --hash=sha256:cd3a6027d59cfb60177c12d6424e31f4b5ff13d8e3a1247b3a584bf8977e6df5 \
+    --hash=sha256:ceeefcd1b7aed4956ae8499e2199607765fbd1c60510752003b6cc0b8413b649 \
+    --hash=sha256:d06fa97c8562fb3ee7a378dd9b51e343bc5bc8190254202c9771029152f5e08c \
+    --hash=sha256:e6584a52253f72c9f52f9e549d5895ca7a471608495c4ecaa6cc73dba2b24d69 \
+    --hash=sha256:f182f264ed2acd566c514e45da9f2119110e48a87a327ca271027904c70c5832
+httpcore==1.0.9 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:2d400746a40668fc9dec9810239072b40b4484b640a8c38fd654a024c7a1bf55 \
+    --hash=sha256:6e34463af53fd2ab5d807f399a9b45ea31c3dfa2276f15a2c3f00afff6e176e8
+httptools==0.7.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:04c6c0e6c5fb0739c5b8a9eb046d298650a0ff38cf42537fc372b28dc7e4472c \
+    --hash=sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad \
+    --hash=sha256:0e68b8582f4ea9166be62926077a3334064d422cf08ab87d8b74664f8e9058e1 \
+    --hash=sha256:11d01b0ff1fe02c4c32d60af61a4d613b74fad069e47e06e9067758c01e9ac78 \
+    --hash=sha256:135fbe974b3718eada677229312e97f3b31f8a9c8ffa3ae6f565bf808d5b6bcb \
+    --hash=sha256:2c15f37ef679ab9ecc06bfc4e6e8628c32a8e4b305459de7cf6785acd57e4d03 \
+    --hash=sha256:322d00c2068d125bd570f7bf78b2d367dad02b919d8581d7476d8b75b294e3e6 \
+    --hash=sha256:379b479408b8747f47f3b253326183d7c009a3936518cdb70db58cffd369d9df \
+    --hash=sha256:38e0c83a2ea9746ebbd643bdfb521b9aa4a91703e2cd705c20443405d2fd16a5 \
+    --hash=sha256:3e14f530fefa7499334a79b0cf7e7cd2992870eb893526fb097d51b4f2d0f321 \
+    --hash=sha256:44c8f4347d4b31269c8a9205d8a5ee2df5322b09bbbd30f8f862185bb6b05346 \
+    --hash=sha256:465275d76db4d554918aba40bf1cbebe324670f3dfc979eaffaa5d108e2ed650 \
+    --hash=sha256:474d3b7ab469fefcca3697a10d11a32ee2b9573250206ba1e50d5980910da657 \
+    --hash=sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28 \
+    --hash=sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023 \
+    --hash=sha256:601b7628de7504077dd3dcb3791c6b8694bbd967148a6d1f01806509254fb1ca \
+    --hash=sha256:654968cb6b6c77e37b832a9be3d3ecabb243bbe7a0b8f65fbc5b6b04c8fcabed \
+    --hash=sha256:69d4f9705c405ae3ee83d6a12283dc9feba8cc6aaec671b412917e644ab4fa66 \
+    --hash=sha256:6babce6cfa2a99545c60bfef8bee0cc0545413cb0018f617c8059a30ad985de3 \
+    --hash=sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca \
+    --hash=sha256:7aea2e3c3953521c3c51106ee11487a910d45586e351202474d45472db7d72d3 \
+    --hash=sha256:7fe6e96090df46b36ccfaf746f03034e5ab723162bc51b0a4cf58305324036f2 \
+    --hash=sha256:84d86c1e5afdc479a6fdabf570be0d3eb791df0ae727e8dbc0259ed1249998d4 \
+    --hash=sha256:a3c3b7366bb6c7b96bd72d0dbe7f7d5eead261361f013be5f6d9590465ea1c70 \
+    --hash=sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9 \
+    --hash=sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4 \
+    --hash=sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517 \
+    --hash=sha256:b580968316348b474b020edf3988eecd5d6eec4634ee6561e72ae3a2a0e00a8a \
+    --hash=sha256:c08fe65728b8d70b6923ce31e3956f859d5e1e8548e6f22ec520a962c6757270 \
+    --hash=sha256:c8c751014e13d88d2be5f5f14fc8b89612fcfa92a9cc480f2bc1598357a23a05 \
+    --hash=sha256:cad6b591a682dcc6cf1397c3900527f9affef1e55a06c4547264796bbd17cf5e \
+    --hash=sha256:cbf8317bfccf0fed3b5680c559d3459cccf1abe9039bfa159e62e391c7270568 \
+    --hash=sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96 \
+    --hash=sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf \
+    --hash=sha256:d496e2f5245319da9d764296e86c5bb6fcf0cf7a8806d3d000717a889c8c0b7b \
+    --hash=sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a \
+    --hash=sha256:df091cf961a3be783d6aebae963cc9b71e00d57fa6f149025075217bc6a55a7b \
+    --hash=sha256:e99c7b90a29fd82fea9ef57943d501a16f3404d7b9ee81799d41639bdaae412c \
+    --hash=sha256:eb844698d11433d2139bbeeb56499102143beb582bd6c194e3ba69c22f25c274 \
+    --hash=sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60 \
+    --hash=sha256:f25bbaf1235e27704f1a7b86cd3304eabc04f569c828101d94a0e605ef7205a5 \
+    --hash=sha256:f65744d7a8bdb4bda5e1fa23e4ba16832860606fcc09d674d56e425e991539ec \
+    --hash=sha256:f72fdbae2dbc6e68b8239defb48e6a5937b12218e6ffc2c7846cc37befa84362
+httpx==0.28.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:75e98c5f16b0f35b567856f597f06ff2270a374470a5c2392242528e3e3e42fc \
+    --hash=sha256:d909fcccc110f8c7faf814ca82a9a4d816bc5a6dbfea25d6591d6985b8ba59ad
+huey==2.5.5 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:82ac73343248c5d7acec04814f952c61f7793e11fd99d26ed9030137d32f912c \
+    --hash=sha256:a39010628a9a1a9e91462f9bf33dc243b006a9f21193026ea47ae18949a12581
+huggingface-hub==1.2.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:4ba57f17004fd27bb176a6b7107df579865d4cde015112db59184c51f5602ba7 \
+    --hash=sha256:c9b7a91a9eedaa2149cdc12bdd8f5a11780e10de1f1024718becf9e41e5a4642
+idna==3.11 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea \
+    --hash=sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902
+imbalanced-learn==0.13.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:7eb5859f7827cb3babfa5789978c22fe36e56527d9c9768df2d864d98d9b40fe \
+    --hash=sha256:d4a8d6372086982350d6de1c7e5b1ed5ece9e41bf93043b4d0e9ea1c422a6606
+importlib-metadata==8.7.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb \
+    --hash=sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151
+itsdangerous==2.2.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:c6242fc49e35958c8b15141343aa660db5fc54d4f13a1db01a3f5891b98700ef \
+    --hash=sha256:e0050c0b7da1eea53ffaf149c0cfbb5c6e2e2b69c4bef22c81fa6eb73e5f6173
+jinja2==3.1.6 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d \
+    --hash=sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67
+joblib==1.5.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713 \
+    --hash=sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3
+kiwisolver==1.4.9 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:0749fd8f4218ad2e851e11cc4dc05c7cbc0cbc4267bdfdb31782e65aace4ee9c \
+    --hash=sha256:0763515d4df10edf6d06a3c19734e2566368980d21ebec439f33f9eb936c07b7 \
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+    --hash=sha256:0a590506f303f512dff6b7f75fd2fd18e16943efee932008fe7140e5fa91d80e \
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+    --hash=sha256:0ae37737256ba2de764ddc12aed4956460277f00c4996d51a197e72f62f5eec7 \
+    --hash=sha256:0e4e2bf29574a6a7b7f6cb5fa69293b9f96c928949ac4a53ba3f525dffb87f9c \
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+    --hash=sha256:ed0fecd28cc62c54b262e3736f8bb2512d8dcfdc2bcf08be5f47f96bf405b145 \
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+    --hash=sha256:fb940820c63a9590d31d88b815e7a3aa5915cad3ce735ab45f0c730b39547de1 \
+    --hash=sha256:fc1795ac5cd0510207482c3d1d3ed781143383b8cfd36f5c645f3897ce066220
+limits==5.6.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:807fac75755e73912e894fdd61e2838de574c5721876a19f7ab454ae1fffb4b5 \
+    --hash=sha256:b585c2104274528536a5b68864ec3835602b3c4a802cd6aa0b07419798394021
+mako==1.3.10 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:99579a6f39583fa7e5630a28c3c1f440e4e97a414b80372649c0ce338da2ea28 \
+    --hash=sha256:baef24a52fc4fc514a0887ac600f9f1cff3d82c61d4d700a1fa84d597b88db59
+markdown-it-py==4.0.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:87327c59b172c5011896038353a81343b6754500a08cd7a4973bb48c6d578147 \
+    --hash=sha256:cb0a2b4aa34f932c007117b194e945bd74e0ec24133ceb5bac59009cda1cb9f3
+markupsafe==3.0.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:0303439a41979d9e74d18ff5e2dd8c43ed6c6001fd40e5bf2e43f7bd9bbc523f \
+    --hash=sha256:068f375c472b3e7acbe2d5318dea141359e6900156b5b2ba06a30b169086b91a \
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+    --hash=sha256:3a6ee27f5ac1e67c1d565fa0e12c070b27129b03e669dcaf88ff841176429142
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+    --hash=sha256:e06a922a469cae9a57100864caf4f8a97a1026513793969f8ba5b63137a35d25 \
+    --hash=sha256:e493962256a38f58283de033d8af176c5c91c084ea30f15834f7545451c42059 \
+    --hash=sha256:ecb0019d44f4cdb50b676c5d0cb4b1eae8e15d1ed3d3e6639f986fc92b2ec52c \
+    --hash=sha256:f935c4493eda9069851058fa0d9e39dbf6286be690066509305e52912714dbb2
+nvidia-nccl-cu12==2.28.9 ; python_version >= "3.12" and python_version < "4.0" and platform_system == "Linux" and platform_machine != "aarch64" \
+    --hash=sha256:485776daa8447da5da39681af455aa3b2c2586ddcf4af8772495e7c532c7e5ab \
+    --hash=sha256:50a36e01c4a090b9f9c47d92cec54964de6b9fcb3362d0e19b8ffc6323c21b60
+opentelemetry-api==1.39.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:2edd8463432a7f8443edce90972169b195e7d6a05500cd29e6d13898187c9950 \
+    --hash=sha256:fbde8c80e1b937a2c61f20347e91c0c18a1940cecf012d62e65a7caf08967c9c
+opentelemetry-proto==1.39.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:22cdc78efd3b3765d09e68bfbd010d4fc254c9818afd0b6b423387d9dee46007 \
+    --hash=sha256:6c8e05144fc0d3ed4d22c2289c6b126e03bcd0e6a7da0f16cedd2e1c2772e2c8
+opentelemetry-sdk==1.39.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:4d5482c478513ecb0a5d938dcc61394e647066e0cc2676bee9f3af3f3f45f01c \
+    --hash=sha256:cf4d4563caf7bff906c9f7967e2be22d0d6b349b908be0d90fb21c8e9c995cc6
+opentelemetry-semantic-conventions==0.60b1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:87c228b5a0669b748c76d76df6c364c369c28f1c465e50f661e39737e84bc953 \
+    --hash=sha256:9fa8c8b0c110da289809292b0591220d3a7b53c1526a23021e977d68597893fb
+orjson==3.11.5 ; python_version >= "3.12" and python_version < "4.0" \
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+    --hash=sha256:ff7877d376add4e16b274e35a3f58b7f37b362abf4aa31863dadacdd20e3a583
+packaging==25.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484 \
+    --hash=sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f
+pandas==2.3.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:0242fe9a49aa8b4d78a4fa03acb397a58833ef6199e9aa40a95f027bb3a1b6e7 \
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+    --hash=sha256:fb3096c30df99fd01c7bf8e544f392103d0795b9f98ba71a8054bcbf56b255f1
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+    --hash=sha256:1f8017c48c07ec5859106533b682260ba3d7c5567b1ca1f24297ce03384d1b4f \
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+    --hash=sha256:fc2a0e8b05b180e5fc0dd1559fe8ebdae21a27e81ac77728fb6c42b12c7419b4
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+    --hash=sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f \
+    --hash=sha256:c3355370a2c156cffb25e876646f149d5d68f5e0a3ce86a5084dd0b64a994917 \
+    --hash=sha256:c458b6d084f9b935061bc36216e8a69a7e293a2f1e68bf956dcd9e6cbcd143f5 \
+    --hash=sha256:d0eae10f8159e8fdad514efdc92d74fd8d682c933a6dd088030f3834bc8e6b26 \
+    --hash=sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f \
+    --hash=sha256:ebc55a14a21cb14062aa4162f906cd962b28e2e9ea38f9b4391244cd8de4ae0b \
+    --hash=sha256:eda16858a3cab07b80edaf74336ece1f986ba330fdb8ee0d6c0d68fe82bc96be \
+    --hash=sha256:ee2922902c45ae8ccada2c5b501ab86c36525b883eff4255313a253a3160861c \
+    --hash=sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3 \
+    --hash=sha256:f7057c9a337546edc7973c0d3ba84ddcdf0daa14533c2065749c9075001090e6 \
+    --hash=sha256:fa160448684b4e94d80416c0fa4aac48967a969efe22931448d853ada8baf926 \
+    --hash=sha256:fc09d0aa354569bc501d4e787133afc08552722d3ab34836a80547331bb5d4a0
+requests==2.32.5 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:2462f94637a34fd532264295e186976db0f5d453d1cdd31473c85a6a161affb6 \
+    --hash=sha256:dbba0bac56e100853db0ea71b82b4dfd5fe2bf6d3754a8893c3af500cec7d7cf
+rich==14.2.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:73ff50c7c0c1c77c8243079283f4edb376f0f6442433aecb8ce7e6d0b92d1fe4 \
+    --hash=sha256:76bc51fe2e57d2b1be1f96c524b890b816e334ab4c1e45888799bfaab0021edd
+rsa==4.9.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762 \
+    --hash=sha256:e7bdbfdb5497da4c07dfd35530e1a902659db6ff241e39d9953cad06ebd0ae75
+safehttpx==0.1.7 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:c4f4a162db6993464d7ca3d7cc4af0ffc6515a606dfd220b9f82c6945d869cde \
+    --hash=sha256:db201c0978c41eddb8bb480f3eee59dd67304fdd91646035e9d9a720049a9d23
+scikit-learn==1.6.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:0650e730afb87402baa88afbf31c07b84c98272622aaba002559b614600ca691 \
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+scipy==1.16.3 ; python_version >= "3.12" and python_version < "4.0" \
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+    --hash=sha256:deb3841c925eeddb6afc1e4e4a45e418d19ec7b87c5df177695224078e8ec733 \
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+    --hash=sha256:e5d42a9472e7579e473879a1990327830493a7047506d58d73fc429b84c1d49d \
+    --hash=sha256:e7efa2681ea410b10dde31a52b18b0154d66f2485328830e45fdf183af5aefc6 \
+    --hash=sha256:eab43fae33a0c39006a88096cd7b4f4ef545ea0447d250d5ac18202d40b6611d \
+    --hash=sha256:f2622206f5559784fa5c4b53a950c3c7c1cf3e84ca1b9c4b6c03f062f289ca26 \
+    --hash=sha256:f379b54b77a597aa7ee5e697df0d66903e41b9c85a6dd7946159e356319158e8 \
+    --hash=sha256:f667a4542cc8917af1db06366d3f78a5c8e83badd56409f94d1eac8d8d9133fa \
+    --hash=sha256:fb4b29f4cf8cc5a8d628bc8d8e26d12d7278cd1f219f22698a378c3d67db5e4b \
+    --hash=sha256:ffa6eea95283b2b8079b821dc11f50a17d0571c92b43e2b5b12764dc5f9b285d
+semantic-version==2.10.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:bdabb6d336998cbb378d4b9db3a4b56a1e3235701dc05ea2690d9a997ed5041c \
+    --hash=sha256:de78a3b8e0feda74cabc54aab2da702113e33ac9d9eb9d2389bcf1f58b7d9177
+shellingham==1.5.4 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686 \
+    --hash=sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de
+six==1.17.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274 \
+    --hash=sha256:ff70335d468e7eb6ec65b95b99d3a2836546063f63acc5171de367e834932a81
+sklearn-compat==0.1.5 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:1a0c3a2f384100e034def49ee5a6cfe984a826f79d032eb559f10445e012b02c \
+    --hash=sha256:dddd00c442027b6a2c2fd4a86667b804a7353cdb5093bfd0d5431f5e3c135fce
+slowapi==0.1.9 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:639192d0f1ca01b1c6d95bf6c71d794c3a9ee189855337b4821f7f457dddad77 \
+    --hash=sha256:cfad116cfb84ad9d763ee155c1e5c5cbf00b0d47399a769b227865f5df576e36
+smmap==5.0.2 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:26ea65a03958fa0c8a1c7e8c7a58fdc77221b8910f6be2131affade476898ad5 \
+    --hash=sha256:b30115f0def7d7531d22a0fb6502488d879e75b260a9db4d0819cfb25403af5e
+sqlalchemy==2.0.23 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:0666031df46b9badba9bed00092a1ffa3aa063a5e68fa244acd9f08070e936d3 \
+    --hash=sha256:0a8c6aa506893e25a04233bc721c6b6cf844bafd7250535abb56cb6cc1368884 \
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+    --hash=sha256:31952bbc527d633b9479f5f81e8b9dfada00b91d6baba021a869095f1a97006d \
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+    --hash=sha256:d0f7fb0c7527c41fa6fcae2be537ac137f636a41b4c5a4c58914541e2f436b45 \
+    --hash=sha256:d4041ad05b35f1f4da481f6b811b4af2f29e83af253bf37c3c4582b2c68934ab \
+    --hash=sha256:d5578e6863eeb998980c212a39106ea139bdc0b3f73291b96e27c929c90cd8e1 \
+    --hash=sha256:e3b5036aa326dc2df50cba3c958e29b291a80f604b1afa4c8ce73e78e1c9f01d \
+    --hash=sha256:e599a51acf3cc4d31d1a0cf248d8f8d863b6386d2b6782c5074427ebb7803bda \
+    --hash=sha256:f3420d00d2cb42432c1d0e44540ae83185ccbbc67a6054dcc8ab5387add6620b \
+    --hash=sha256:f48ed89dd11c3c586f45e9eec1e437b355b3b6f6884ea4a4c3111a3358fd0c18 \
+    --hash=sha256:f508ba8f89e0a5ecdfd3761f82dda2a3d7b678a626967608f4273e0dba8f07ac \
+    --hash=sha256:fd54601ef9cc455a0c61e5245f690c8a3ad67ddb03d3b91c361d076def0b4c60
+sqlparse==0.5.5 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:12a08b3bf3eec877c519589833aed092e2444e68240a3577e8e26148acc7b1ba \
+    --hash=sha256:e20d4a9b0b8585fdf63b10d30066c7c94c5d7a7ec47c889a2d83a3caa93ff28e
+starlette==0.50.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:9e5391843ec9b6e472eed1365a78c8098cfceb7a74bfd4d6b1c0c0095efb3bca \
+    --hash=sha256:a2a17b22203254bcbc2e1f926d2d55f3f9497f769416b3190768befe598fa3ca
+threadpoolctl==3.6.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb \
+    --hash=sha256:8ab8b4aa3491d812b623328249fab5302a68d2d71745c8a4c719a2fcaba9f44e
+tomlkit==0.13.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:430cf247ee57df2b94ee3fbe588e71d362a941ebb545dec29b53961d61add2a1 \
+    --hash=sha256:c89c649d79ee40629a9fda55f8ace8c6a1b42deb912b2a8fd8d942ddadb606b0
+tqdm==4.67.1 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2 \
+    --hash=sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2
+typer-slim==0.21.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:92aee2188ac6fc2b2924bd75bb61a340b78bd8cd51fd9735533ce5a856812c8e \
+    --hash=sha256:f2dbd150cfa0fead2242e21fa9f654dfc64773763ddf07c6be9a49ad34f79557
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+    --hash=sha256:c87c0d2b6eee3b49c5c64649ec92425492c14488096dfbc8a0c2799b2f6f9c53
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+    --hash=sha256:f0fa19c6845758ab08074a0cfa8b7aecb71c999ca73d62883bc25cc018c4e548
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+    --hash=sha256:ba561c48a67c5958007083d386c3295464928b01faa735ab8547c5692e87f464
+tzdata==2025.3 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:06a47e5700f3081aab02b2e513160914ff0694bce9947d6b76ebd6bf57cfc5d1 \
+    --hash=sha256:de39c2ca5dc7b0344f2eba86f49d614019d29f060fc4ebc8a417896a620b56a7
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+    --hash=sha256:682aaaf2af0c44ada4abfb70ded36393f0e307f4ab9456a215ce0020baefc31f \
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+    --hash=sha256:fcd5cf9e305d7b8338754470cf69cf81f420459dbae8a3b40cee57417f4614a7
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+    --hash=sha256:2ad50fb9ed09cc3af22c54698351027ace879a0b60a3b5edf5730b2f7d876905 \
+    --hash=sha256:cd3cd98b1b92dc3b7b3995038826c68097dcb16f9baa63abe35f20eafeb9fe5e
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+    --hash=sha256:7b219cb2182f230676308cdcacd428fa837987b89e4b7c5c9025088b8a6c9faf \
+    --hash=sha256:7d539241e87b650cbc4c3ac9f32c8d1ac8a54e510f6dca3f6ab60dcfd48c9b10 \
+    --hash=sha256:7de3cc939be0e1174969f943f3b44e0d79b6f9a82198133a5b7fc6cc92882f16 \
+    --hash=sha256:8330b42d769965e96e01fa14034b28a2a7600fbf7e8f0cc90ebb36d492c993e4 \
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+    --hash=sha256:a9a83618c4f0757557c077ef71d708ddd9847ed66b7cc63416632af70d3e2308 \
+    --hash=sha256:ab594f346517010050126fcd822697b25a7031d815bb4fbc238ccbe568216489 \
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+    --hash=sha256:b4c2e3d777e38e913b8ce3a6257af72fb608f86a1df471cb1d4339755d0a807c \
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+    --hash=sha256:c654eafb01afac55246053d67a4b9a984a3567c3808bb7df2f8de1c1caba2e1c \
+    --hash=sha256:c8d60527d1ecfc131426b10d93ab5d53e08a09c5fa0175f6b21b3252080c70a9 \
+    --hash=sha256:c9e850f5b7fc67af856ff054c71690d54fa940c3ef74209ad9f935b4f66a0233 \
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+    --hash=sha256:d7b822c61ed04ee6ad64bc90d13368ad6eb094db54883b5dde2182f67a7f22c0 \
+    --hash=sha256:df0b6d3b95932809c5b3fecc18fda0f1e07452d05e2662a0b35548985f256e28 \
+    --hash=sha256:e042d653a4745be832d5aa190ff80ee4f02c34b21f4b785745eceacd0907b815 \
+    --hash=sha256:e2f84e9af2060e3904a32cea9bb6db23ce3f91cfd90c6b426757cf7cc01c45c7 \
+    --hash=sha256:e3612dc06b436968dfb9142c62e5dfa9eb5924f91120b3c8ff501ad878f90eb3 \
+    --hash=sha256:e505629359cb5f751e16e30cf3f91a1d3ddb4552480c205947da415d597f7ac2 \
+    --hash=sha256:e60690ba71a57424c8d9ff28f8d006b7ad7772c22a4af432188572cd7fa004a1 \
+    --hash=sha256:e76e3f91f864e89db8b8d2a8311d57df93f01ad6bb1e9b9976d1f2e83e18315c \
+    --hash=sha256:eb7cffe572ad0a141a7886a1d2efa5bef0bf7fe021deeea76b3ab334d2c38218 \
+    --hash=sha256:ec65a78fbd9d6f083a15d7613b2800d5663dbb6bb96003899c834beaa68b242c \
+    --hash=sha256:eda8e4ecd662d48c28bb86be9e837c13e45c58b8300e43ba3c9b4fa9900302f7 \
+    --hash=sha256:f26f8e2ca19564e2e1fdbb6a0e47f36e0efbab1acc31e15471fad88f828c75f6 \
+    --hash=sha256:f49027b0b9503bf6c8cdc297ca55006b80c2f5dd36cecc72c6835ab6e10e8a25 \
+    --hash=sha256:f73f9f7a0ebd0db139253d27e5fc8d2866ceaeef19c30ab5d69dcbe35e1a6981 \
+    --hash=sha256:fa4184e74197af3adad3c889a1af95b53bb0466bced92ea99a0c014e48323eec \
+    --hash=sha256:fb1a5b72cbd751813adc02ef01ada0b0d05d3dcbc32976ce189a1279d80ad4a2 \
+    --hash=sha256:fb3a86e703868561c5cad155a15c36c716e1ab513b7065bd2ac8ed353c503333 \
+    --hash=sha256:fc007fdf480c77301ab1afdbb6ab22a5deee8885f3b1ed7afcb7e5e84a0e27be \
+    --hash=sha256:fe21b118b9f58859b5ebaa4b130dee18669df4bd111daad082b7beb8799ad16b \
+    --hash=sha256:fec0d993ecba3991645b4857837277469c8cc4c554a7e24d064d1ca291cfb81f
+xgboost==2.1.4 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:523db01d4e74b05c61a985028bde88a4dd380eadc97209310621996d7d5d14a7 \
+    --hash=sha256:57c7e98111aceef4b689d7d2ce738564a1f7fe44237136837a47847b8b33bade \
+    --hash=sha256:78d88da184562deff25c820d943420342014dd55e0f4c017cc4563c2148df5ee \
+    --hash=sha256:8bbfe4fedc151b83a52edbf0de945fd94358b09a81998f2945ad330fd5f20cd6 \
+    --hash=sha256:8df6da72963969ab2bf49a520c3e147b1e15cbeddd3aa0e3e039b3532c739339 \
+    --hash=sha256:ab84c4bbedd7fae1a26f61e9dd7897421d5b08454b51c6eb072abc1d346d08d7 \
+    --hash=sha256:d366097d0db047315736f46af852feaa907f6d7371716af741cdce488ae36d20 \
+    --hash=sha256:f1343a512e634822eab30d300bfc00bf777dc869d881cc74854b42173cfcdb14
+zipp==3.23.0 ; python_version >= "3.12" and python_version < "4.0" \
+    --hash=sha256:071652d6115ed432f5ce1d34c336c0adfd6a884660d1e9712a256d3d3bd4b14e \
+    --hash=sha256:a07157588a12518c9d4034df3fbbee09c814741a33ff63c05fa29d26a2404166