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Upload folder using huggingface_hub

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.env.example ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Configuration d'environnement - À adapter localement
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+ # Copy to .env and update values
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+
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+ # Database
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+ DATABASE_URL=postgresql://user:password@localhost:5432/oc_p5
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+
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+ # ML Model
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+ MODEL_PATH=./models/best_model.pkl
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+ SCALER_PATH=./models/scaler.pkl
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+
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+ # API
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+ DEBUG=True
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+ LOG_LEVEL=INFO
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+
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+ # Hugging Face
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+ HF_TOKEN=your_hf_token_here
.vscode/extensions.json ADDED
@@ -0,0 +1,8 @@
 
 
 
 
 
 
 
 
 
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+ {
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+ "recommendations": [
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+ "ms-python.python",
4
+ "ms-python.vscode-pylance",
5
+ "charliermarsh.ruff",
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+ "ms-python.black-formatter"
7
+ ]
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+ }
.vscode/settings.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "python.defaultInterpreterPath": "${workspaceFolder}/.venv/bin/python",
3
+ "python.linting.enabled": true,
4
+ "python.linting.pylintEnabled": false,
5
+ "python.linting.flake8Enabled": true,
6
+ "python.linting.flake8Args": ["--config=${workspaceFolder}/.flake8"],
7
+ "python.formatting.provider": "black",
8
+ "python.formatting.blackArgs": ["--line-length=88"],
9
+ "[python]": {
10
+ "editor.defaultFormatter": "ms-python.python",
11
+ "editor.formatOnSave": true,
12
+ "editor.codeActionsOnSave": {
13
+ "source.organizeImports": "explicit"
14
+ }
15
+ },
16
+ "python.analysis.extraPaths": ["${workspaceFolder}/src"],
17
+ "python.analysis.typeCheckingMode": "basic",
18
+ "files.exclude": {
19
+ "**/__pycache__": true,
20
+ "**/*.pyc": true,
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+ ".venv": true
22
+ },
23
+ "python.envFile": "${workspaceFolder}/.env"
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+ }
poetry.lock CHANGED
@@ -97,6 +97,141 @@ d = ["aiohttp (>=3.10)"]
97
  jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
98
  uvloop = ["uvloop (>=0.15.2)"]
99
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
100
  [[package]]
101
  name = "click"
102
  version = "8.3.1"
@@ -275,6 +410,18 @@ all = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>
275
  standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
276
  standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
277
 
 
 
 
 
 
 
 
 
 
 
 
 
278
  [[package]]
279
  name = "flake8"
280
  version = "7.3.0"
@@ -292,6 +439,46 @@ mccabe = ">=0.7.0,<0.8.0"
292
  pycodestyle = ">=2.14.0,<2.15.0"
293
  pyflakes = ">=3.4.0,<3.5.0"
294
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
295
  [[package]]
296
  name = "greenlet"
297
  version = "3.2.4"
@@ -438,6 +625,41 @@ files = [
438
  {file = "httptools-0.7.1.tar.gz", hash = "sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9"},
439
  ]
440
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
441
  [[package]]
442
  name = "idna"
443
  version = "3.11"
@@ -453,6 +675,31 @@ files = [
453
  [package.extras]
454
  all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
455
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
456
  [[package]]
457
  name = "iniconfig"
458
  version = "2.3.0"
@@ -465,6 +712,18 @@ files = [
465
  {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
466
  ]
467
 
 
 
 
 
 
 
 
 
 
 
 
 
468
  [[package]]
469
  name = "mccabe"
470
  version = "0.7.0"
@@ -489,6 +748,65 @@ files = [
489
  {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
490
  ]
491
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
492
  [[package]]
493
  name = "packaging"
494
  version = "25.0"
@@ -501,6 +819,54 @@ files = [
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  {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
502
  ]
503
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  [[package]]
505
  name = "pathspec"
506
  version = "0.12.1"
@@ -809,6 +1175,21 @@ pytest = ">=7"
809
  [package.extras]
810
  testing = ["process-tests", "pytest-xdist", "virtualenv"]
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812
  [[package]]
813
  name = "python-dotenv"
814
  version = "1.2.1"
@@ -839,6 +1220,18 @@ files = [
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  [package.extras]
840
  dev = ["black", "build", "mypy", "pytest", "pytest-cov", "setuptools", "tox", "twine", "wheel"]
841
 
 
 
 
 
 
 
 
 
 
 
 
 
842
  [[package]]
843
  name = "pyyaml"
844
  version = "6.0.3"
@@ -922,6 +1315,305 @@ files = [
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  {file = "pyyaml-6.0.3.tar.gz", hash = "sha256:d76623373421df22fb4cf8817020cbb7ef15c725b9d5e45f17e189bfc384190f"},
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  ]
924
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
925
  [[package]]
926
  name = "sqlalchemy"
927
  version = "2.0.44"
@@ -1037,6 +1729,18 @@ typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.13\""
1037
  [package.extras]
1038
  full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
1039
 
 
 
 
 
 
 
 
 
 
 
 
 
1040
  [[package]]
1041
  name = "tomli"
1042
  version = "2.3.0"
@@ -1044,6 +1748,7 @@ description = "A lil' TOML parser"
1044
  optional = false
1045
  python-versions = ">=3.8"
1046
  groups = ["main", "dev"]
 
1047
  files = [
1048
  {file = "tomli-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45"},
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  {file = "tomli-2.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba"},
@@ -1088,7 +1793,28 @@ files = [
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  {file = "tomli-2.3.0-py3-none-any.whl", hash = "sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b"},
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  {file = "tomli-2.3.0.tar.gz", hash = "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549"},
1090
  ]
1091
- markers = {main = "python_version == \"3.10\"", dev = "python_full_version <= \"3.11.0a6\""}
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1092
 
1093
  [[package]]
1094
  name = "typing-extensions"
@@ -1131,6 +1857,24 @@ files = [
1131
  {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
1132
  ]
1133
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1134
  [[package]]
1135
  name = "uvicorn"
1136
  version = "0.38.0"
@@ -1424,7 +2168,38 @@ files = [
1424
  {file = "websockets-15.0.1.tar.gz", hash = "sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee"},
1425
  ]
1426
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1427
  [metadata]
1428
  lock-version = "2.1"
1429
  python-versions = "^3.10"
1430
- content-hash = "eeee0694f602967a55e7e656f173622a04b4acc9db9740a5a29aad5fdd5de91e"
 
97
  jupyter = ["ipython (>=7.8.0)", "tokenize-rt (>=3.2.0)"]
98
  uvloop = ["uvloop (>=0.15.2)"]
99
 
100
+ [[package]]
101
+ name = "certifi"
102
+ version = "2025.11.12"
103
+ description = "Python package for providing Mozilla's CA Bundle."
104
+ optional = false
105
+ python-versions = ">=3.7"
106
+ groups = ["main"]
107
+ files = [
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+ {file = "certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b"},
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+ {file = "certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"},
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+ ]
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+
112
+ [[package]]
113
+ name = "charset-normalizer"
114
+ version = "3.4.4"
115
+ description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
116
+ optional = false
117
+ python-versions = ">=3.7"
118
+ groups = ["main"]
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+ files = [
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+ {file = "charset_normalizer-3.4.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e824f1492727fa856dd6eda4f7cee25f8518a12f3c4a56a74e8095695089cf6d"},
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228
+ {file = "charset_normalizer-3.4.4-cp39-cp39-win32.whl", hash = "sha256:2677acec1a2f8ef614c6888b5b4ae4060cc184174a938ed4e8ef690e15d3e505"},
229
+ {file = "charset_normalizer-3.4.4-cp39-cp39-win_amd64.whl", hash = "sha256:f8e160feb2aed042cd657a72acc0b481212ed28b1b9a95c0cee1621b524e1966"},
230
+ {file = "charset_normalizer-3.4.4-cp39-cp39-win_arm64.whl", hash = "sha256:b5d84d37db046c5ca74ee7bb47dd6cbc13f80665fdde3e8040bdd3fb015ecb50"},
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+ {file = "charset_normalizer-3.4.4-py3-none-any.whl", hash = "sha256:7a32c560861a02ff789ad905a2fe94e3f840803362c84fecf1851cb4cf3dc37f"},
232
+ {file = "charset_normalizer-3.4.4.tar.gz", hash = "sha256:94537985111c35f28720e43603b8e7b43a6ecfb2ce1d3058bbe955b73404e21a"},
233
+ ]
234
+
235
  [[package]]
236
  name = "click"
237
  version = "8.3.1"
 
410
  standard = ["email-validator (>=2.0.0)", "fastapi-cli[standard] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
411
  standard-no-fastapi-cloud-cli = ["email-validator (>=2.0.0)", "fastapi-cli[standard-no-fastapi-cloud-cli] (>=0.0.8)", "httpx (>=0.23.0,<1.0.0)", "jinja2 (>=3.1.5)", "python-multipart (>=0.0.18)", "uvicorn[standard] (>=0.12.0)"]
412
 
413
+ [[package]]
414
+ name = "filelock"
415
+ version = "3.20.1"
416
+ description = "A platform independent file lock."
417
+ optional = false
418
+ python-versions = ">=3.10"
419
+ groups = ["main"]
420
+ files = [
421
+ {file = "filelock-3.20.1-py3-none-any.whl", hash = "sha256:15d9e9a67306188a44baa72f569d2bfd803076269365fdea0934385da4dc361a"},
422
+ {file = "filelock-3.20.1.tar.gz", hash = "sha256:b8360948b351b80f420878d8516519a2204b07aefcdcfd24912a5d33127f188c"},
423
+ ]
424
+
425
  [[package]]
426
  name = "flake8"
427
  version = "7.3.0"
 
439
  pycodestyle = ">=2.14.0,<2.15.0"
440
  pyflakes = ">=3.4.0,<3.5.0"
441
 
442
+ [[package]]
443
+ name = "fsspec"
444
+ version = "2025.12.0"
445
+ description = "File-system specification"
446
+ optional = false
447
+ python-versions = ">=3.10"
448
+ groups = ["main"]
449
+ files = [
450
+ {file = "fsspec-2025.12.0-py3-none-any.whl", hash = "sha256:8bf1fe301b7d8acfa6e8571e3b1c3d158f909666642431cc78a1b7b4dbc5ec5b"},
451
+ {file = "fsspec-2025.12.0.tar.gz", hash = "sha256:c505de011584597b1060ff778bb664c1bc022e87921b0e4f10cc9c44f9635973"},
452
+ ]
453
+
454
+ [package.extras]
455
+ abfs = ["adlfs"]
456
+ adl = ["adlfs"]
457
+ arrow = ["pyarrow (>=1)"]
458
+ dask = ["dask", "distributed"]
459
+ dev = ["pre-commit", "ruff (>=0.5)"]
460
+ doc = ["numpydoc", "sphinx", "sphinx-design", "sphinx-rtd-theme", "yarl"]
461
+ dropbox = ["dropbox", "dropboxdrivefs", "requests"]
462
+ 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"]
463
+ fuse = ["fusepy"]
464
+ gcs = ["gcsfs"]
465
+ git = ["pygit2"]
466
+ github = ["requests"]
467
+ gs = ["gcsfs"]
468
+ gui = ["panel"]
469
+ hdfs = ["pyarrow (>=1)"]
470
+ http = ["aiohttp (!=4.0.0a0,!=4.0.0a1)"]
471
+ libarchive = ["libarchive-c"]
472
+ oci = ["ocifs"]
473
+ s3 = ["s3fs"]
474
+ sftp = ["paramiko"]
475
+ smb = ["smbprotocol"]
476
+ ssh = ["paramiko"]
477
+ 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"]
478
+ test-downstream = ["aiobotocore (>=2.5.4,<3.0.0)", "dask[dataframe,test]", "moto[server] (>4,<5)", "pytest-timeout", "xarray"]
479
+ 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 ; python_version < \"3.14\""]
480
+ tqdm = ["tqdm"]
481
+
482
  [[package]]
483
  name = "greenlet"
484
  version = "3.2.4"
 
625
  {file = "httptools-0.7.1.tar.gz", hash = "sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9"},
626
  ]
627
 
628
+ [[package]]
629
+ name = "huggingface-hub"
630
+ version = "0.24.7"
631
+ description = "Client library to download and publish models, datasets and other repos on the huggingface.co hub"
632
+ optional = false
633
+ python-versions = ">=3.8.0"
634
+ groups = ["main"]
635
+ files = [
636
+ {file = "huggingface_hub-0.24.7-py3-none-any.whl", hash = "sha256:a212c555324c8a7b1ffdd07266bb7e7d69ca71aa238d27b7842d65e9a26ac3e5"},
637
+ {file = "huggingface_hub-0.24.7.tar.gz", hash = "sha256:0ad8fb756e2831da0ac0491175b960f341fe06ebcf80ed6f8728313f95fc0207"},
638
+ ]
639
+
640
+ [package.dependencies]
641
+ filelock = "*"
642
+ fsspec = ">=2023.5.0"
643
+ packaging = ">=20.9"
644
+ pyyaml = ">=5.1"
645
+ requests = "*"
646
+ tqdm = ">=4.42.1"
647
+ typing-extensions = ">=3.7.4.3"
648
+
649
+ [package.extras]
650
+ all = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
651
+ cli = ["InquirerPy (==0.3.4)"]
652
+ dev = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "mypy (==1.5.1)", "numpy", "pytest (>=8.1.1,<8.2.2)", "pytest-asyncio", "pytest-cov", "pytest-env", "pytest-mock", "pytest-rerunfailures", "pytest-vcr", "pytest-xdist", "ruff (>=0.5.0)", "soundfile", "types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)", "urllib3 (<2.0)"]
653
+ fastai = ["fastai (>=2.4)", "fastcore (>=1.3.27)", "toml"]
654
+ hf-transfer = ["hf-transfer (>=0.1.4)"]
655
+ inference = ["aiohttp", "minijinja (>=1.0)"]
656
+ quality = ["mypy (==1.5.1)", "ruff (>=0.5.0)"]
657
+ tensorflow = ["graphviz", "pydot", "tensorflow"]
658
+ tensorflow-testing = ["keras (<3.0)", "tensorflow"]
659
+ testing = ["InquirerPy (==0.3.4)", "Jinja2", "Pillow", "aiohttp", "fastapi", "gradio", "jedi", "minijinja (>=1.0)", "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)"]
660
+ torch = ["safetensors[torch]", "torch"]
661
+ typing = ["types-PyYAML", "types-requests", "types-simplejson", "types-toml", "types-tqdm", "types-urllib3", "typing-extensions (>=4.8.0)"]
662
+
663
  [[package]]
664
  name = "idna"
665
  version = "3.11"
 
675
  [package.extras]
676
  all = ["flake8 (>=7.1.1)", "mypy (>=1.11.2)", "pytest (>=8.3.2)", "ruff (>=0.6.2)"]
677
 
678
+ [[package]]
679
+ name = "imbalanced-learn"
680
+ version = "0.12.4"
681
+ description = "Toolbox for imbalanced dataset in machine learning."
682
+ optional = false
683
+ python-versions = "*"
684
+ groups = ["main"]
685
+ files = [
686
+ {file = "imbalanced-learn-0.12.4.tar.gz", hash = "sha256:8153ba385d296b07d97e0901a2624a86c06b48c94c2f92da3a5354827697b7a3"},
687
+ {file = "imbalanced_learn-0.12.4-py3-none-any.whl", hash = "sha256:d47fc599160d3ea882e712a3a6b02bdd353c1a6436d8d68d41b1922e6ee4a703"},
688
+ ]
689
+
690
+ [package.dependencies]
691
+ joblib = ">=1.1.1"
692
+ numpy = ">=1.17.3"
693
+ scikit-learn = ">=1.0.2"
694
+ scipy = ">=1.5.0"
695
+ threadpoolctl = ">=2.0.0"
696
+
697
+ [package.extras]
698
+ docs = ["keras (>=2.4.3)", "matplotlib (>=3.1.2)", "memory-profiler (>=0.57.0)", "numpydoc (>=1.5.0)", "pandas (>=1.0.5)", "pydata-sphinx-theme (>=0.13.3)", "seaborn (>=0.9.0)", "sphinx (>=6.0.0)", "sphinx-copybutton (>=0.5.2)", "sphinx-design (>=0.5.0)", "sphinx-gallery (>=0.13.0)", "sphinxcontrib-bibtex (>=2.4.1)", "tensorflow (>=2.4.3)"]
699
+ examples = ["keras (>=2.4.3)", "matplotlib (>=3.1.2)", "pandas (>=1.0.5)", "seaborn (>=0.9.0)", "tensorflow (>=2.4.3)"]
700
+ optional = ["keras (>=2.4.3)", "pandas (>=1.0.5)", "tensorflow (>=2.4.3)"]
701
+ tests = ["black (>=23.3.0)", "flake8 (>=3.8.2)", "keras (>=2.4.3)", "mypy (>=1.3.0)", "pandas (>=1.0.5)", "pytest (>=5.0.1)", "pytest-cov (>=2.9.0)", "tensorflow (>=2.4.3)"]
702
+
703
  [[package]]
704
  name = "iniconfig"
705
  version = "2.3.0"
 
712
  {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
713
  ]
714
 
715
+ [[package]]
716
+ name = "joblib"
717
+ version = "1.5.3"
718
+ description = "Lightweight pipelining with Python functions"
719
+ optional = false
720
+ python-versions = ">=3.9"
721
+ groups = ["main"]
722
+ files = [
723
+ {file = "joblib-1.5.3-py3-none-any.whl", hash = "sha256:5fc3c5039fc5ca8c0276333a188bbd59d6b7ab37fe6632daa76bc7f9ec18e713"},
724
+ {file = "joblib-1.5.3.tar.gz", hash = "sha256:8561a3269e6801106863fd0d6d84bb737be9e7631e33aaed3fb9ce5953688da3"},
725
+ ]
726
+
727
  [[package]]
728
  name = "mccabe"
729
  version = "0.7.0"
 
748
  {file = "mypy_extensions-1.1.0.tar.gz", hash = "sha256:52e68efc3284861e772bbcd66823fde5ae21fd2fdb51c62a211403730b916558"},
749
  ]
750
 
751
+ [[package]]
752
+ name = "numpy"
753
+ version = "1.26.4"
754
+ description = "Fundamental package for array computing in Python"
755
+ optional = false
756
+ python-versions = ">=3.9"
757
+ groups = ["main"]
758
+ files = [
759
+ {file = "numpy-1.26.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:9ff0f4f29c51e2803569d7a51c2304de5554655a60c5d776e35b4a41413830d0"},
760
+ {file = "numpy-1.26.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:2e4ee3380d6de9c9ec04745830fd9e2eccb3e6cf790d39d7b98ffd19b0dd754a"},
761
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762
+ {file = "numpy-1.26.4-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ffa75af20b44f8dba823498024771d5ac50620e6915abac414251bd971b4529f"},
763
+ {file = "numpy-1.26.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:62b8e4b1e28009ef2846b4c7852046736bab361f7aeadeb6a5b89ebec3c7055a"},
764
+ {file = "numpy-1.26.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:a4abb4f9001ad2858e7ac189089c42178fcce737e4169dc61321660f1a96c7d2"},
765
+ {file = "numpy-1.26.4-cp310-cp310-win32.whl", hash = "sha256:bfe25acf8b437eb2a8b2d49d443800a5f18508cd811fea3181723922a8a82b07"},
766
+ {file = "numpy-1.26.4-cp310-cp310-win_amd64.whl", hash = "sha256:b97fe8060236edf3662adfc2c633f56a08ae30560c56310562cb4f95500022d5"},
767
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768
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769
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770
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771
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772
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773
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774
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775
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776
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777
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778
+ {file = "numpy-1.26.4-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:675d61ffbfa78604709862923189bad94014bef562cc35cf61d3a07bba02a7ed"},
779
+ {file = "numpy-1.26.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:ab47dbe5cc8210f55aa58e4805fe224dac469cde56b9f731a4c098b91917159a"},
780
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781
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782
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783
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784
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785
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786
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787
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788
+ {file = "numpy-1.26.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:47711010ad8555514b434df65f7d7b076bb8261df1ca9bb78f53d3b2db02e95c"},
789
+ {file = "numpy-1.26.4-cp39-cp39-win32.whl", hash = "sha256:a354325ee03388678242a4d7ebcd08b5c727033fcff3b2f536aea978e15ee9e6"},
790
+ {file = "numpy-1.26.4-cp39-cp39-win_amd64.whl", hash = "sha256:3373d5d70a5fe74a2c1bb6d2cfd9609ecf686d47a2d7b1d37a8f3b6bf6003aea"},
791
+ {file = "numpy-1.26.4-pp39-pypy39_pp73-macosx_10_9_x86_64.whl", hash = "sha256:afedb719a9dcfc7eaf2287b839d8198e06dcd4cb5d276a3df279231138e83d30"},
792
+ {file = "numpy-1.26.4-pp39-pypy39_pp73-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:95a7476c59002f2f6c590b9b7b998306fba6a5aa646b1e22ddfeaf8f78c3a29c"},
793
+ {file = "numpy-1.26.4-pp39-pypy39_pp73-win_amd64.whl", hash = "sha256:7e50d0a0cc3189f9cb0aeb3a6a6af18c16f59f004b866cd2be1c14b36134a4a0"},
794
+ {file = "numpy-1.26.4.tar.gz", hash = "sha256:2a02aba9ed12e4ac4eb3ea9421c420301a0c6460d9830d74a9df87efa4912010"},
795
+ ]
796
+
797
+ [[package]]
798
+ name = "nvidia-nccl-cu12"
799
+ version = "2.28.9"
800
+ description = "NVIDIA Collective Communication Library (NCCL) Runtime"
801
+ optional = false
802
+ python-versions = ">=3"
803
+ groups = ["main"]
804
+ markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""
805
+ files = [
806
+ {file = "nvidia_nccl_cu12-2.28.9-py3-none-manylinux_2_18_aarch64.whl", hash = "sha256:50a36e01c4a090b9f9c47d92cec54964de6b9fcb3362d0e19b8ffc6323c21b60"},
807
+ {file = "nvidia_nccl_cu12-2.28.9-py3-none-manylinux_2_18_x86_64.whl", hash = "sha256:485776daa8447da5da39681af455aa3b2c2586ddcf4af8772495e7c532c7e5ab"},
808
+ ]
809
+
810
  [[package]]
811
  name = "packaging"
812
  version = "25.0"
 
819
  {file = "packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f"},
820
  ]
821
 
822
+ [[package]]
823
+ name = "pandas"
824
+ version = "1.5.3"
825
+ description = "Powerful data structures for data analysis, time series, and statistics"
826
+ optional = false
827
+ python-versions = ">=3.8"
828
+ groups = ["main"]
829
+ files = [
830
+ {file = "pandas-1.5.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:3749077d86e3a2f0ed51367f30bf5b82e131cc0f14260c4d3e499186fccc4406"},
831
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832
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833
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834
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835
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836
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837
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838
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859
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860
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861
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862
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863
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864
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865
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866
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867
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868
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869
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870
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871
  name = "pathspec"
872
  version = "0.12.1"
 
1175
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1176
  testing = ["process-tests", "pytest-xdist", "virtualenv"]
1177
 
1178
+ [[package]]
1179
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1180
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1181
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1182
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1190
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1191
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1192
+
1193
  [[package]]
1194
  name = "python-dotenv"
1195
  version = "1.2.1"
 
1220
  [package.extras]
1221
  dev = ["black", "build", "mypy", "pytest", "pytest-cov", "setuptools", "tox", "twine", "wheel"]
1222
 
1223
+ [[package]]
1224
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1225
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1226
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1227
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1237
  version = "6.0.3"
 
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1316
  ]
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1322
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1340
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1343
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1396
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1397
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1399
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1400
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1401
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1582
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1583
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1584
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1585
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1588
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1589
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1590
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1591
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1592
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1593
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1594
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1595
+ ]
1596
+
1597
+ [package.dependencies]
1598
+ numpy = ">=1.25.2,<2.6"
1599
+
1600
+ [package.extras]
1601
+ dev = ["cython-lint (>=0.12.2)", "doit (>=0.36.0)", "mypy (==1.10.0)", "pycodestyle", "pydevtool", "rich-click", "ruff (>=0.0.292)", "types-psutil", "typing_extensions"]
1602
+ doc = ["intersphinx_registry", "jupyterlite-pyodide-kernel", "jupyterlite-sphinx (>=0.19.1)", "jupytext", "linkify-it-py", "matplotlib (>=3.5)", "myst-nb (>=1.2.0)", "numpydoc", "pooch", "pydata-sphinx-theme (>=0.15.2)", "sphinx (>=5.0.0,<8.2.0)", "sphinx-copybutton", "sphinx-design (>=0.4.0)"]
1603
+ test = ["Cython", "array-api-strict (>=2.3.1)", "asv", "gmpy2", "hypothesis (>=6.30)", "meson", "mpmath", "ninja ; sys_platform != \"emscripten\"", "pooch", "pytest (>=8.0.0)", "pytest-cov", "pytest-timeout", "pytest-xdist", "scikit-umfpack", "threadpoolctl"]
1604
+
1605
+ [[package]]
1606
+ name = "six"
1607
+ version = "1.17.0"
1608
+ description = "Python 2 and 3 compatibility utilities"
1609
+ optional = false
1610
+ python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,>=2.7"
1611
+ groups = ["main"]
1612
+ files = [
1613
+ {file = "six-1.17.0-py2.py3-none-any.whl", hash = "sha256:4721f391ed90541fddacab5acf947aa0d3dc7d27b2e1e8eda2be8970586c3274"},
1614
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1615
+ ]
1616
+
1617
  [[package]]
1618
  name = "sqlalchemy"
1619
  version = "2.0.44"
 
1729
  [package.extras]
1730
  full = ["httpx (>=0.27.0,<0.29.0)", "itsdangerous", "jinja2", "python-multipart (>=0.0.18)", "pyyaml"]
1731
 
1732
+ [[package]]
1733
+ name = "threadpoolctl"
1734
+ version = "3.6.0"
1735
+ description = "threadpoolctl"
1736
+ optional = false
1737
+ python-versions = ">=3.9"
1738
+ groups = ["main"]
1739
+ files = [
1740
+ {file = "threadpoolctl-3.6.0-py3-none-any.whl", hash = "sha256:43a0b8fd5a2928500110039e43a5eed8480b918967083ea48dc3ab9f13c4a7fb"},
1741
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1742
+ ]
1743
+
1744
  [[package]]
1745
  name = "tomli"
1746
  version = "2.3.0"
 
1748
  optional = false
1749
  python-versions = ">=3.8"
1750
  groups = ["main", "dev"]
1751
+ markers = "python_version == \"3.10\""
1752
  files = [
1753
  {file = "tomli-2.3.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:88bd15eb972f3664f5ed4b57c1634a97153b4bac4479dcb6a495f41921eb7f45"},
1754
  {file = "tomli-2.3.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:883b1c0d6398a6a9d29b508c331fa56adbcdff647f6ace4dfca0f50e90dfd0ba"},
 
1793
  {file = "tomli-2.3.0-py3-none-any.whl", hash = "sha256:e95b1af3c5b07d9e643909b5abbec77cd9f1217e6d0bca72b0234736b9fb1f1b"},
1794
  {file = "tomli-2.3.0.tar.gz", hash = "sha256:64be704a875d2a59753d80ee8a533c3fe183e3f06807ff7dc2232938ccb01549"},
1795
  ]
1796
+
1797
+ [[package]]
1798
+ name = "tqdm"
1799
+ version = "4.67.1"
1800
+ description = "Fast, Extensible Progress Meter"
1801
+ optional = false
1802
+ python-versions = ">=3.7"
1803
+ groups = ["main"]
1804
+ files = [
1805
+ {file = "tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2"},
1806
+ {file = "tqdm-4.67.1.tar.gz", hash = "sha256:f8aef9c52c08c13a65f30ea34f4e5aac3fd1a34959879d7e59e63027286627f2"},
1807
+ ]
1808
+
1809
+ [package.dependencies]
1810
+ colorama = {version = "*", markers = "platform_system == \"Windows\""}
1811
+
1812
+ [package.extras]
1813
+ dev = ["nbval", "pytest (>=6)", "pytest-asyncio (>=0.24)", "pytest-cov", "pytest-timeout"]
1814
+ discord = ["requests"]
1815
+ notebook = ["ipywidgets (>=6)"]
1816
+ slack = ["slack-sdk"]
1817
+ telegram = ["requests"]
1818
 
1819
  [[package]]
1820
  name = "typing-extensions"
 
1857
  {file = "tzdata-2025.2.tar.gz", hash = "sha256:b60a638fcc0daffadf82fe0f57e53d06bdec2f36c4df66280ae79bce6bd6f2b9"},
1858
  ]
1859
 
1860
+ [[package]]
1861
+ name = "urllib3"
1862
+ version = "2.6.2"
1863
+ description = "HTTP library with thread-safe connection pooling, file post, and more."
1864
+ optional = false
1865
+ python-versions = ">=3.9"
1866
+ groups = ["main"]
1867
+ files = [
1868
+ {file = "urllib3-2.6.2-py3-none-any.whl", hash = "sha256:ec21cddfe7724fc7cb4ba4bea7aa8e2ef36f607a4bab81aa6ce42a13dc3f03dd"},
1869
+ {file = "urllib3-2.6.2.tar.gz", hash = "sha256:016f9c98bb7e98085cb2b4b17b87d2c702975664e4f060c6532e64d1c1a5e797"},
1870
+ ]
1871
+
1872
+ [package.extras]
1873
+ brotli = ["brotli (>=1.2.0) ; platform_python_implementation == \"CPython\"", "brotlicffi (>=1.2.0.0) ; platform_python_implementation != \"CPython\""]
1874
+ h2 = ["h2 (>=4,<5)"]
1875
+ socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
1876
+ zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
1877
+
1878
  [[package]]
1879
  name = "uvicorn"
1880
  version = "0.38.0"
 
2168
  {file = "websockets-15.0.1.tar.gz", hash = "sha256:82544de02076bafba038ce055ee6412d68da13ab47f0c60cab827346de828dee"},
2169
  ]
2170
 
2171
+ [[package]]
2172
+ name = "xgboost"
2173
+ version = "2.1.4"
2174
+ description = "XGBoost Python Package"
2175
+ optional = false
2176
+ python-versions = ">=3.8"
2177
+ groups = ["main"]
2178
+ files = [
2179
+ {file = "xgboost-2.1.4-py3-none-macosx_10_15_x86_64.macosx_11_0_x86_64.macosx_12_0_x86_64.whl", hash = "sha256:78d88da184562deff25c820d943420342014dd55e0f4c017cc4563c2148df5ee"},
2180
+ {file = "xgboost-2.1.4-py3-none-macosx_12_0_arm64.whl", hash = "sha256:523db01d4e74b05c61a985028bde88a4dd380eadc97209310621996d7d5d14a7"},
2181
+ {file = "xgboost-2.1.4-py3-none-manylinux2014_aarch64.whl", hash = "sha256:57c7e98111aceef4b689d7d2ce738564a1f7fe44237136837a47847b8b33bade"},
2182
+ {file = "xgboost-2.1.4-py3-none-manylinux2014_x86_64.whl", hash = "sha256:f1343a512e634822eab30d300bfc00bf777dc869d881cc74854b42173cfcdb14"},
2183
+ {file = "xgboost-2.1.4-py3-none-manylinux_2_28_aarch64.whl", hash = "sha256:d366097d0db047315736f46af852feaa907f6d7371716af741cdce488ae36d20"},
2184
+ {file = "xgboost-2.1.4-py3-none-manylinux_2_28_x86_64.whl", hash = "sha256:8df6da72963969ab2bf49a520c3e147b1e15cbeddd3aa0e3e039b3532c739339"},
2185
+ {file = "xgboost-2.1.4-py3-none-win_amd64.whl", hash = "sha256:8bbfe4fedc151b83a52edbf0de945fd94358b09a81998f2945ad330fd5f20cd6"},
2186
+ {file = "xgboost-2.1.4.tar.gz", hash = "sha256:ab84c4bbedd7fae1a26f61e9dd7897421d5b08454b51c6eb072abc1d346d08d7"},
2187
+ ]
2188
+
2189
+ [package.dependencies]
2190
+ numpy = "*"
2191
+ nvidia-nccl-cu12 = {version = "*", markers = "platform_system == \"Linux\" and platform_machine != \"aarch64\""}
2192
+ scipy = "*"
2193
+
2194
+ [package.extras]
2195
+ dask = ["dask", "distributed", "pandas"]
2196
+ datatable = ["datatable"]
2197
+ pandas = ["pandas (>=1.2)"]
2198
+ plotting = ["graphviz", "matplotlib"]
2199
+ pyspark = ["cloudpickle", "pyspark", "scikit-learn"]
2200
+ scikit-learn = ["scikit-learn"]
2201
+
2202
  [metadata]
2203
  lock-version = "2.1"
2204
  python-versions = "^3.10"
2205
+ content-hash = "c45c27057ac1d9b61e85e62fb079dcfe6975b455043f342aaf9015fc6f758dd1"
pyproject.toml CHANGED
@@ -14,6 +14,14 @@ sqlalchemy = "^2.0.0"
14
  pydantic = "^2.0.0"
15
  psycopg = "^3.2.0" # Pour PostgreSQL (étape 4)
16
  black = "^25.12.0"
 
 
 
 
 
 
 
 
17
 
18
  [tool.poetry.group.dev.dependencies]
19
  pytest = "^9.0.0"
 
14
  pydantic = "^2.0.0"
15
  psycopg = "^3.2.0" # Pour PostgreSQL (étape 4)
16
  black = "^25.12.0"
17
+ scikit-learn = "^1.3.0"
18
+ xgboost = "^2.0.0"
19
+ imbalanced-learn = "^0.11.0"
20
+ scipy = "^1.11.0"
21
+ numpy = "^1.24.0"
22
+ pandas = "^2.0.0"
23
+ joblib = "^1.3.0"
24
+ huggingface-hub = "^0.23.0"
25
 
26
  [tool.poetry.group.dev.dependencies]
27
  pytest = "^9.0.0"
requirements.txt CHANGED
@@ -36,3 +36,11 @@ uvicorn==0.38.0 ; python_version >= "3.12"
36
  uvloop==0.22.1 ; sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy" and python_version >= "3.12"
37
  watchfiles==1.1.1 ; python_version >= "3.12"
38
  websockets==15.0.1 ; python_version >= "3.12"
 
 
 
 
 
 
 
 
 
36
  uvloop==0.22.1 ; sys_platform != "win32" and sys_platform != "cygwin" and platform_python_implementation != "PyPy" and python_version >= "3.12"
37
  watchfiles==1.1.1 ; python_version >= "3.12"
38
  websockets==15.0.1 ; python_version >= "3.12"
39
+ scikit-learn==1.3.2
40
+ xgboost==2.0.3
41
+ imbalanced-learn==0.11.0
42
+ scipy==1.11.4
43
+ numpy==1.24.3
44
+ pandas==2.0.3
45
+ joblib==1.3.2
46
+ huggingface-hub==0.23.4