Merge branch 'llm-pipeline' of github.com:Bepitic/anomalib into llm-pipeline

Signed-off-by: Bepitic <bepitic@gmail.com>

Author: Bepitic

docs/requirements.txt

@@ -1,7 +1,7 @@
 myst-parser
 nbsphinx
 pandoc
-sphinx<8.0  # 7.0 breaks readthedocs builds.
+sphinx
 sphinx_autodoc_typehints
 sphinx_book_theme
 sphinx-copybutton

notebooks/500_use_cases/501_dobot/501a_training_a_model_with_cubes_from_a_robotic_arm.ipynb

@@ -437,6 +437,45 @@
     ")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "For optimization and quantization process, we are using a seamless integration with [NNCF Library](https://github.com/openvinotoolkit/nncf) in the backend of Anomalib. Select one of the following options for optimization or quantization. Replace the openvino_model_path line above in order to export the optimized/quantized model:\n",
+    "\n",
+    "```\n",
+    "# Exporting optimized/quantized models\n",
+    "\n",
+    "# Post Training Quantization\n",
+    "openvino_model_path = engine.export(\n",
+    "    model, \n",
+    "    ExportType.OPENVINO, \n",
+    "    str(Path.cwd()) + \"_optimized\", \n",
+    "    compression_type=CompressionType.INT8_PTQ, \n",
+    "    datamodule=datamodule\n",
+    "    )\n",
+    "\n",
+    "# Accuracy-Control Quantization\n",
+    "openvino_model_path=engine.export(\n",
+    "    model, \n",
+    "    ExportType.OPENVINO, \n",
+    "    str(Path.cwd()) + \"_optimized\", \n",
+    "    compression_type=CompressionType.INT8_ACQ, \n",
+    "    datamodule=datamodule, \n",
+    "    metric=\"F1Score\"\n",
+    "    )\n",
+    "\n",
+    "# Weight Compression\n",
+    "openvino_model_path=engine.export(\n",
+    "    model, \n",
+    "    ExportType.OPENVINO, \n",
+    "    str(Path.cwd()) + \"_WEIGHTS\", \n",
+    "    compression_type=CompressionType.FP16, \n",
+    "    datamodule=datamodule\n",
+    "    )\n",
+    "```"
+   ]
+  },
   {
    "attachments": {},
    "cell_type": "markdown",

pyproject.toml

@@ -69,7 +69,7 @@ docs = [
     "myst-parser",
     "nbsphinx",
     "pandoc",
-    "sphinx<8.0",  # 7.0 breaks readthedocs builds.
+    "sphinx",
     "sphinx_autodoc_typehints",
     "sphinx_book_theme",
     "sphinx-copybutton",
@@ -98,7 +98,7 @@ version = { attr = "anomalib.__version__" }
 # RUFF CONFIGURATION                                                          #
 [tool.ruff]
 # Enable rules
-select = [
+lint.select = [
     "F",    # Pyflakes (`F`)
     "E",    # pycodestyle error (`E`)
     "W",    # pycodestyle warning (`W`)
@@ -149,7 +149,7 @@ select = [
     # "LOG",  # flake8-logging (`LOG`) - ERROR: Unknown rule selector: `LOG`
 ]
 
-ignore = [
+lint.ignore = [
     # pydocstyle
     "D107", # Missing docstring in __init__
 
@@ -179,8 +179,8 @@ ignore = [
 ]
 
 # Allow autofix for all enabled rules (when `--fix`) is provided.
-fixable = ["ALL"]
-unfixable = []
+lint.fixable = ["ALL"]
+lint.unfixable = []
 
 # Exclude a variety of commonly ignored directories.
 exclude = [
@@ -210,20 +210,20 @@ exclude = [
 line-length = 120
 
 # Allow unused variables when underscore-prefixed.
-dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
+lint.dummy-variable-rgx = "^(_+|(_+[a-zA-Z0-9_]*[a-zA-Z0-9]+?))$"
 
 # Assume Python 3.10.
 target-version = "py310"
 
 # Allow imports relative to the "src" and "tests" directories.
 src = ["src", "tests"]
 
-[tool.ruff.mccabe]
+[tool.ruff.lint.mccabe]
 # Unlike Flake8, default to a complexity level of 10.
 max-complexity = 15
 
 
-[tool.ruff.pydocstyle]
+[tool.ruff.lint.pydocstyle]
 convention = "google"