Dev to main

.github/workflows/sphinx-build.yml

@@ -0,0 +1,59 @@
+name: Documentation
+
+on:
+  # Runs on pushes targeting the default branch
+  push:
+    branches: ["dev"]
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+# Sets permissions of the GITHUB_TOKEN to allow deployment to GitHub Pages
+permissions:
+  contents: read
+  pages: write
+  id-token: write
+
+# Allow only one concurrent deployment, skipping runs queued between the run in-progress and latest queued.
+# However, do NOT cancel in-progress runs as we want to allow these production deployments to complete.
+concurrency:
+  group: "pages"
+  cancel-in-progress: false
+
+jobs:
+  # Build job
+  build:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Setup Pages
+        uses: actions/configure-pages@v3
+      - uses: actions/setup-python@v4
+        with:
+          python-version: '3.11'
+      - name: Install dependencies
+        run: |
+          pip3 install ".[docs]"
+      - name: Build
+        run: |
+          cd docs
+          make html
+      - name: Upload artifact
+        uses: actions/upload-pages-artifact@v3
+        with:
+          path: 'docs/_build/html'
+
+  # Deployment job
+  deploy:
+    environment:
+      name: github-pages
+      url: ${{ steps.deployment.outputs.page_url }}
+    runs-on: ubuntu-latest
+    needs: build
+    steps:
+      - name: Deploy to GitHub Pages
+        id: deployment
+        uses: actions/deploy-pages@v4

.readthedocs.yaml

@@ -0,0 +1,23 @@
+# Read the Docs configuration file
+# See https://docs.readthedocs.io/en/stable/config-file/v2.html for details
+
+# Required
+version: 2
+
+# Set the OS, Python version, and other tools you might need
+build:
+  os: ubuntu-24.04
+  tools:
+    python: "3.13"
+
+# Build documentation in the "docs/" directory with Sphinx
+sphinx:
+   configuration: docs/conf.py
+
+# Optionally, but recommended,
+# declare the Python requirements required to build your documentation
+# See https://docs.readthedocs.io/en/stable/guides/reproducible-builds.html
+# python:
+#    install:
+#    - requirements: docs/requirements.txt
+

README.md

@@ -1,4 +1,4 @@
-![alt text](docs/_static/pquant.png)
+![alt text](docs/source/_static/pquant_white_font.png)
 
 ## Prune and Quantize ML models
 PQuant is a library for training compressed machine learning models, developed at CERN as part of the [Next Generation Triggers](https://nextgentriggers.web.cern.ch/t13/) project.
@@ -9,13 +9,20 @@ To run the code, [HGQ2](https://github.com/calad0i/HGQ2) is also needed.
 PQuant replaces the layers and activations it finds with a Compressed (in the case of layers) or Quantized (in the case of activations) variant. These automatically handle the quantization of the weights, biases and activations, and the pruning of the weights. 
 Both PyTorch and TensorFlow models are supported. 
 
-Layers that can be compressed: Conv2D and Linear layers, Tanh and ReLU activations for both TensorFlow and PyTorch. For PyTorch, also Conv1D.
+### Layers that can be compressed
 
-![alt text](docs/_static/pquant_transform.png)
+* **PQConv*D**: Convolutional layers
+* **PQAvgPool*D**: Average pooling layers
+* **PQBatchNorm*D**: BatchNorm layers
+* **PQDense**: Linear layer
+* **PQActivation**: Activation layers (ReLU, Tanh)
 
 The various pruning methods have different training steps, such as a pre-training step and fine-tuning step. PQuant provides a training function, where the user provides the functions to train and validate an epoch, and PQuant handles the training while triggering the different training steps.
 
 
+![alt text](docs/source/_static/overview_pquant.png)
+
+
 
 ### Example
 Example notebook can be found [here](https://github.com/nroope/PQuant/tree/main/examples). It handles the
@@ -24,6 +31,8 @@ Example notebook can be found [here](https://github.com/nroope/PQuant/tree/main/
   3. Loading a default pruning configuration of a pruning method.
   4. Using the configuration, the model, and the training and validation functions, call the training function of PQuant to train and compress the model.
   5. Creating a custom quantization and pruning configuration for a given model (disable pruning for some layers, different quantization bitwidths for different layers).
+  6. Direct layers usage and layers replacement approaches.
+  7. Usage of fine-tuning platform.
 
 ### Pruning methods
 A description of the pruning methods and their hyperparameters can be found [here](docs/pruning_methods.md).
@@ -32,6 +41,9 @@ A description of the pruning methods and their hyperparameters can be found [her
 A description of the quantization parameters can be found [here](docs/quantization_parameters.md).
 
 
+For detailed documentation check this page: [PQuantML documentation](https://pquantml.readthedocs.io/en/latest/)
+
+
 ### Authors
  - Roope Niemi (CERN)
  - Anastasiia Petrovych (CERN)

docs/Makefile

@@ -0,0 +1,21 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line, and also
+# from the environment for the first two.
+SPHINXOPTS    ?=
+SPHINXBUILD   ?= sphinx-build
+SOURCEDIR     = .
+BUILDDIR      = _build
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@sphinx-apidoc -f -o autodoc/ ../src/HGQ
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)

docs/make.bat

@@ -0,0 +1,35 @@
+@ECHO OFF
+
+pushd %~dp0
+
+REM Command file for Sphinx documentation
+
+if "%SPHINXBUILD%" == "" (
+	set SPHINXBUILD=sphinx-build
+)
+set SOURCEDIR=source
+set BUILDDIR=build
+
+if "%1" == "" goto help
+
+%SPHINXBUILD% >NUL 2>NUL
+if errorlevel 9009 (
+	echo.
+	echo.The 'sphinx-build' command was not found. Make sure you have Sphinx
+	echo.installed, then set the SPHINXBUILD environment variable to point
+	echo.to the full path of the 'sphinx-build' executable. Alternatively you
+	echo.may add the Sphinx directory to PATH.
+	echo.
+	echo.If you don't have Sphinx installed, grab it from
+	echo.http://sphinx-doc.org/
+	exit /b 1
+)
+
+%SPHINXBUILD% -M %1 %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+goto end
+
+:help
+%SPHINXBUILD% -M help %SOURCEDIR% %BUILDDIR% %SPHINXOPTS% %O%
+
+:end
+popd

docs/requirements.txt

@@ -0,0 +1,5 @@
+sphinx
+furo
+myst-parser
+sphinx_rtd_theme
+sphinx-autodoc-typehints