Updated pyproject and uv.lock

pyproject.toml

@@ -14,24 +14,37 @@ classifiers = [
     "Programming Language :: Python :: 3",
     
 ]
-dependencies = []
+
 requires-python = "~=3.12.0"
+dependencies = [
+    "anywidget",
+    "ipywidgets",
+    "prometheus-fastapi-instrumentator>=7.1.0",
+    "prometheus-client>=0.23.1",
+    "alibi-detect>=0.13.0",
+]
 
 [project.optional-dependencies]
 api = [
-    "scikit-learn==1.5.2",
-    "catboost==1.2.7",
+    "catboost>=1.2.8",
     "dagshub>=0.6.3",
     "fastapi>=0.115.0",
     "joblib>=1.4.0",
     "loguru",
     "mlflow==2.22.0",
-    "numpy>=1.26.0",
+    "numpy<2.0,>=1.26.0",
+    "prometheus-client>=0.20.0",
+    "prometheus-fastapi-instrumentator>=7.0.0",
     "python-multipart>=0.0.20",
     "setfit>=1.1.3",
     "torch>=2.7.0",
     "uvicorn>=0.32.0",
     "python-dotenv",
+    "locust>=2.42.6",
+    "datasets==4.3.0",
+    "deepchecks[nlp]==0.19.1",
+    "anywidget",
+    "ipywidgets",
 ]
 
 dev = [
@@ -39,11 +52,13 @@ dev = [
     "pre-commit>=4.3.0",
     "pytest",
     "ruff",
+    "mkdocs-material",
+    "mkdocs-minify-plugin",
 ]
 
 training = [
     "datasets==4.3.0",
-    "deepchecks[nlp]>=0.19.1",
+    "deepchecks[nlp]==0.19.1",
     "optuna>=4.5.0",
     "tqdm",
     "typer",
@@ -79,6 +94,12 @@ force-sort-within-sections = true
 [tool.ruff.lint.pydocstyle]
 convention = "google"
 
+[dependency-groups]
+dev = [
+    "mkdocs-include-markdown-plugin>=7.2.0",
+    "mkdocstrings[python]>=1.0.0",
+]
+
 [tool.uv.sources]
 torch = [
     { index = "pytorch-gpu" },

uv.lock

@@ -1,8 +1,10 @@
 version = 1
-revision = 2
+revision = 3
 requires-python = "==3.12.*"
 resolution-markers = [
-    "sys_platform != 'win32'",
+    "sys_platform == 'darwin'",
+    "platform_machine == 'aarch64' and sys_platform == 'linux'",
+    "(platform_machine != 'aarch64' and sys_platform == 'linux') or (sys_platform != 'darwin' and sys_platform != 'linux' and sys_platform != 'win32')",
     "sys_platform == 'win32'",
 ]
 
@@ -106,6 +108,34 @@ wheels = [
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 ]
 
+[[package]]
+name = "alibi-detect"
+version = "0.13.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "catalogue" },
+    { name = "dill" },
+    { name = "matplotlib" },
+    { name = "numba" },
+    { name = "numpy" },
+    { name = "opencv-python" },
+    { name = "pandas" },
+    { name = "pillow" },
+    { name = "pydantic" },
+    { name = "requests" },
+    { name = "scikit-image" },
+    { name = "scikit-learn" },
+    { name = "scipy" },
+    { name = "toml" },
+    { name = "tqdm" },
+    { name = "transformers" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b8/1c/f6e669fa0801b43c074152544f0182ad6e3474e6279563dacc0f55dfbb54/alibi_detect-0.13.0.tar.gz", hash = "sha256:07a468cac6ef0773c060d915544d0c9bd67f77400e75dfe435b1ea9a81679223", size = 269537, upload-time = "2025-12-11T15:55:56.092Z" }
+wheels = [
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+]
+
 [[package]]
 name = "annotated-doc"
 version = "0.0.4"
@@ -137,6 +167,20 @@ wheels = [
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 ]
 
+[[package]]
+name = "anywidget"
+version = "0.9.21"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "ipywidgets" },
+    { name = "psygnal" },
+    { name = "typing-extensions" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/be/5e/cbea445bf062b81e4d366ca29dae4f0aedc7a64f384afc24670e07bec560/anywidget-0.9.21.tar.gz", hash = "sha256:b8d0172029ac426573053c416c6a587838661612208bb390fa0607862e594b27", size = 390517, upload-time = "2025-11-12T17:06:03.035Z" }
+wheels = [
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+]
+
 [[package]]
 name = "appdirs"
 version = "1.4.4"
@@ -219,6 +263,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "babel"
+version = "2.17.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/7d/6b/d52e42361e1aa00709585ecc30b3f9684b3ab62530771402248b1b1d6240/babel-2.17.0.tar.gz", hash = "sha256:0c54cffb19f690cdcc52a3b50bcbf71e07a808d1c80d549f2459b9d2cf0afb9d", size = 9951852, upload-time = "2025-02-01T15:17:41.026Z" }
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+]
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 name = "backoff"
 version = "2.2.1"
@@ -228,6 +281,18 @@ wheels = [
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+[[package]]
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+version = "6.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/86/e3/bb3a439d5cb255c4774724810ad8073830fac9c9dee123555820c1bcc806/backrefs-6.1.tar.gz", hash = "sha256:3bba1749aafe1db9b915f00e0dd166cba613b6f788ffd63060ac3485dc9be231", size = 7011962, upload-time = "2025-11-15T14:52:08.323Z" }
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+    { url = "https://files.pythonhosted.org/packages/37/c9/fd117a6f9300c62bbc33bc337fd2b3c6bfe28b6e9701de336b52d7a797ad/backrefs-6.1-py312-none-any.whl", hash = "sha256:c64698c8d2269343d88947c0735cb4b78745bd3ba590e10313fbf3f78c34da5a", size = 398770, upload-time = "2025-11-15T14:52:02.584Z" },
+    { url = "https://files.pythonhosted.org/packages/02/e3/a4fa1946722c4c7b063cc25043a12d9ce9b4323777f89643be74cef2993c/backrefs-6.1-py39-none-any.whl", hash = "sha256:a9e99b8a4867852cad177a6430e31b0f6e495d65f8c6c134b68c14c3c95bf4b0", size = 381058, upload-time = "2025-11-15T14:52:06.698Z" },
+]
+
 [[package]]
 name = "beautifulsoup4"
 version = "4.14.3"
@@ -241,6 +306,15 @@ wheels = [
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+[[package]]
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+version = "0.23.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/9a/6e/026678aa5a830e07cd9498a05d3e7e650a4f56a42f267a53d22bcda1bdc9/bidict-0.23.1.tar.gz", hash = "sha256:03069d763bc387bbd20e7d49914e75fc4132a41937fa3405417e1a5a2d006d71", size = 29093, upload-time = "2024-02-18T19:09:05.748Z" }
+wheels = [
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+]
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 [[package]]
 name = "bleach"
 version = "6.3.0"
@@ -295,6 +369,15 @@ wheels = [
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+[[package]]
+name = "bracex"
+version = "2.6"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/63/9a/fec38644694abfaaeca2798b58e276a8e61de49e2e37494ace423395febc/bracex-2.6.tar.gz", hash = "sha256:98f1347cd77e22ee8d967a30ad4e310b233f7754dbf31ff3fceb76145ba47dc7", size = 26642, upload-time = "2025-06-22T19:12:31.254Z" }
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 version = "1.2.0"
@@ -322,9 +405,18 @@ wheels = [
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+[[package]]
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+version = "2.0.10"
+source = { registry = "https://pypi.org/simple" }
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 [[package]]
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-version = "1.2.7"
+version = "1.2.8"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "graphviz" },
@@ -335,12 +427,12 @@ dependencies = [
     { name = "scipy" },
     { name = "six" },
 ]
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     { name = "torch" },
     { name = "tqdm" },
@@ -2176,22 +2574,30 @@ all = [
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 ]
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     { name = "numpy" },
+    { name = "prometheus-client" },
+    { name = "prometheus-fastapi-instrumentator" },
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     { name = "setfit" },
     { name = "torch" },
     { name = "uvicorn" },
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+    { name = "mkdocs-minify-plugin" },
     { name = "pre-commit" },
     { name = "pytest" },
     { name = "ruff" },
@@ -2208,28 +2614,47 @@ training = [
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