intel · chensuyue · Nov 25, 2022 · Nov 21, 2022 · Nov 21, 2022 · Nov 21, 2022
diff --git a/.azure-pipelines/scripts/codeScan/pyspelling/pyspelling_conf.yaml b/.azure-pipelines/scripts/codeScan/pyspelling/pyspelling_conf.yaml
@@ -7,7 +7,7 @@ matrix:
     - ${DICT_DIR}/lpot_dict.txt
     output: ${DICT_DIR}/lpot_dict.dic
   sources:
-  - ${REPO_DIR}/docs/*
+  - ${REPO_DIR}/docs/source/*.md
   - ${REPO_DIR}/*.md
   - ${REPO_DIR}/examples/**/*.md|!${REPO_DIR}/examples/pytorch/**/huggingface_models/**/*.md
   - ${REPO_DIR}/neural_compressor/**/*.md

diff --git a/.github/workflows/publish.yml b/.github/workflows/publish.yml
@@ -14,16 +14,17 @@ jobs:
     - uses: actions/checkout@v1
     - name: Install dependencies
       run: |
-        export PATH="$HOME/.local/bin:$PATH"
+        export PATH="$HOME/.local/bin:$PATH/docs"
         sudo apt-get install -y python3-setuptools
-        pip3 install --user -r sphinx-requirements.txt
+        pip3 install --user -r docs/sphinx-requirements.txt
     - name: Build the docs
       run: |
         export PATH="$HOME/.local/bin:$PATH"
+        cd docs/
         make html
     - name: Push the docs
       uses: peaceiris/actions-gh-pages@v3
       with:
         github_token: ${{ secrets.GITHUB_TOKEN }}
-        publish_dir: _build/html
+        publish_dir: docs/_build/html
         publish_branch: latestHTML
diff --git a/Makefile b/Makefile
diff --git a/README.md b/README.md
@@ -44,7 +44,7 @@ Python version: 3.7, 3.8, 3.9, 3.10
   # Or install nightly full version from pip (including GUI)
   pip install -i https://test.pypi.org/simple/ neural-compressor-full
   ```
-More installation methods can be found at [Installation Guide](./docs/installation_guide.md). Please check out our [FAQ](./docs/faq.md) for more details.
+More installation methods can be found at [Installation Guide](./docs/source/installation_guide.md). Please check out our [FAQ](./docs/source/faq.md) for more details.
 
 ## Getting Started
 ### Quantization with Python API    
@@ -71,7 +71,7 @@ Search for ```jupyter-lab-neural-compressor``` in the Extension Manager in Jupyt
   <img src="./neural_coder/extensions/screenshots/extmanager.png" alt="Extension" width="35%" height="35%">
 </a>
 
-### Quantization with [GUI](./docs/bench.md)
+### Quantization with [GUI](./docs/source/bench.md)
 ```shell
 # An ONNX Example
 pip install onnx==1.12.0 onnxruntime==1.12.1 onnxruntime-extensions
@@ -80,8 +80,8 @@ wget https://github.com/onnx/models/raw/main/vision/classification/resnet/model/
 # Start GUI
 inc_bench
 ```
-<a target="_blank" href="./docs/imgs/INC_GUI.gif">
-  <img src="./docs/imgs/INC_GUI.gif" alt="Architecture">
+<a target="_blank" href="./docs/source/_static/imgs/INC_GUI.gif">
+  <img src="./docs/source/_static/imgs/INC_GUI.gif" alt="Architecture">
 </a>
 
 ## System Requirements
@@ -98,7 +98,7 @@ inc_bench
 
 #### Intel® Neural Compressor quantized ONNX models support multiple hardware vendors through ONNX Runtime:
 
-* Intel CPU, AMD/ARM CPU, and NVidia GPU. Please refer to the validated model [list](./docs/validated_model_list.md#Validated-ONNX-QDQ-INT8-models-on-multiple-hardware-through-ONNX-Runtime).
+* Intel CPU, AMD/ARM CPU, and NVidia GPU. Please refer to the validated model [list](./docs/source/validated_model_list.md#Validated-ONNX-QDQ-INT8-models-on-multiple-hardware-through-ONNX-Runtime).
 
 ### Validated Software Environment
 
@@ -146,11 +146,11 @@ inc_bench
 > Set the environment variable ``TF_ENABLE_ONEDNN_OPTS=1`` to enable oneDNN optimizations if you are using TensorFlow v2.6 to v2.8. oneDNN is the default for TensorFlow v2.9.
 
 ### Validated Models
-Intel® Neural Compressor validated 420+ [examples](./examples) for quantization with a performance speedup geomean of 2.2x and up to 4.2x on VNNI while minimizing accuracy loss. Over 30 pruning and knowledge distillation samples are also available. More details for validated models are available [here](docs/validated_model_list.md).   
+Intel® Neural Compressor validated 420+ [examples](./examples) for quantization with a performance speedup geomean of 2.2x and up to 4.2x on VNNI while minimizing accuracy loss. Over 30 pruning and knowledge distillation samples are also available. More details for validated models are available [here](./docs/source/validated_model_list.md).
 
 <div style = "width: 77%; margin-bottom: 2%;">
-  <a target="_blank" href="./docs/imgs/release_data.png">
-    <img src="./docs/imgs/release_data.png" alt="Architecture" width=800 height=500>
+  <a target="_blank" href="./docs/source/_static/imgs/release_data.png">
+    <img src="./docs/source/_static/imgs/release_data.png" alt="Architecture" width=800 height=500>
   </a>
 </div>
 
@@ -164,10 +164,10 @@ Intel® Neural Compressor validated 420+ [examples](./examples) for quantization
   </thead>
   <tbody>
     <tr>
-      <td colspan="3" align="center"><a href="docs/design.md">Architecture</a></td>
+      <td colspan="3" align="center"><a href="./docs/source/design.md">Architecture</a></td>
       <td colspan="2" align="center"><a href="https://github.com/intel/neural-compressor/tree/master/examples">Examples</a></td>
-      <td colspan="2" align="center"><a href="docs/bench.md">GUI</a></td>
-      <td colspan="2" align="center"><a href="docs/api-introduction.md">APIs</a></td>
+      <td colspan="2" align="center"><a href="./docs/source/bench.md">GUI</a></td>
+      <td colspan="2" align="center"><a href="./docs/source/api-introduction.md">APIs</a></td>
     </tr>
     <tr>
       <td colspan="5" align="center"><a href="https://software.intel.com/content/www/us/en/develop/documentation/get-started-with-ai-linux/top.html">Intel oneAPI AI Analytics Toolkit</a></td>
@@ -181,10 +181,10 @@ Intel® Neural Compressor validated 420+ [examples](./examples) for quantization
   </thead>
   <tbody>
     <tr>
-      <td colspan="2" align="center"><a href="docs/transform.md">Transform</a></td>
-      <td colspan="2" align="center"><a href="docs/dataset.md">Dataset</a></td>
-      <td colspan="2" align="center"><a href="docs/metric.md">Metric</a></td>
-      <td colspan="3" align="center"><a href="docs/objective.md">Objective</a></td>
+      <td colspan="2" align="center"><a href="./docs/source/transform.md">Transform</a></td>
+      <td colspan="2" align="center"><a href="./docs/source/dataset.md">Dataset</a></td>
+      <td colspan="2" align="center"><a href="./docs/source/metric.md">Metric</a></td>
+      <td colspan="3" align="center"><a href="./docs/source/objective.md">Objective</a></td>
     </tr>
   </tbody>
   <thead>
@@ -194,20 +194,20 @@ Intel® Neural Compressor validated 420+ [examples](./examples) for quantization
   </thead>
   <tbody>
     <tr>
-        <td colspan="2" align="center"><a href="docs/quantization.md">Quantization</a></td>
-        <td colspan="1" align="center"><a href="docs/pruning.md">Pruning(Sparsity)</a></td> 
-        <td colspan="2" align="center"><a href="docs/distillation.md">Knowledge Distillation</a></td>
-        <td colspan="2" align="center"><a href="docs/mixed_precision.md">Mixed Precision</a></td>
-        <td colspan="2" align="center"><a href="docs/orchestration.md">Orchestration</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/Quantization.md">Quantization</a></td>
+        <td colspan="1" align="center"><a href="./docs/source/pruning.md">Pruning(Sparsity)</a></td> 
+        <td colspan="2" align="center"><a href="./docs/source/distillation.md">Knowledge Distillation</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/mixed_precision.md">Mixed Precision</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/orchestration.md">Orchestration</a></td>
     </tr>
     <tr>
-        <td colspan="2" align="center"><a href="docs/benchmark.md">Benchmarking</a></td>
-        <td colspan="3" align="center"><a href="docs/distributed.md">Distributed Training</a></td>
-        <td colspan="2" align="center"><a href="docs/model_conversion.md">Model Conversion</a></td>
-        <td colspan="2" align="center"><a href="docs/tensorboard.md">TensorBoard</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/benchmark.md">Benchmarking</a></td>
+        <td colspan="3" align="center"><a href="./docs/source/distributed.md">Distributed Training</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/model_conversion.md">Model Conversion</a></td>
+        <td colspan="2" align="center"><a href="./docs/source/tensorboard.md">TensorBoard</a></td>
     </tr>
     <tr>
-        <td colspan="4" align="center"><a href="docs/distillation_quantization.md">Distillation for Quantization</a></td>
+        <td colspan="4" align="center"><a href="./docs/source/distillation_quantization.md">Distillation for Quantization</a></td>
         <td colspan="5" align="center"><a href="neural_coder">Neural Coder</a></td>
     </tr>    
 
@@ -219,9 +219,9 @@ Intel® Neural Compressor validated 420+ [examples](./examples) for quantization
   </thead>
   <tbody>
       <tr>
-          <td colspan="3" align="center"><a href="docs/adaptor.md">Adaptor</a></td>
-          <td colspan="3" align="center"><a href="docs/tuning_strategies.md">Strategy</a></td>
-          <td colspan="3" align="center"><a href="docs/reference_examples.md">Reference Example</a></td>
+          <td colspan="3" align="center"><a href="./docs/source/adaptor.md">Adaptor</a></td>
+          <td colspan="3" align="center"><a href="./docs/source/tuning_strategies.md">Strategy</a></td>
+          <td colspan="3" align="center"><a href="./docs/source/reference_examples.md">Reference Example</a></td>
       </tr>
   </tbody>
 </table>
@@ -235,13 +235,13 @@ Intel® Neural Compressor validated 420+ [examples](./examples) for quantization
 * Neural Coder, a new plug-in for Intel Neural Compressor was covered by [Twitter](https://twitter.com/IntelDevTools/status/1583629213697212416), [LinkedIn](https://www.linkedin.com/posts/intel-software_oneapi-ai-deeplearning-activity-6989377309917007872-Dbzg?utm_source=share&utm_medium=member_desktop), and [Intel Developer Zone](https://mp.weixin.qq.com/s/LL-4eD-R0YagFgODM23oQA) from Intel, and [Twitter](https://twitter.com/IntelDevTools/status/1583629213697212416/retweets) and [LinkedIn](https://www.linkedin.com/feed/update/urn:li:share:6990377841435574272/) from Hugging Face. (Oct 2022)
 * Intel Neural Compressor successfully landed on [GCP](https://console.cloud.google.com/marketplace/product/bitnami-launchpad/inc-tensorflow-intel?project=verdant-sensor-286207), [AWS](https://aws.amazon.com/marketplace/pp/prodview-yjyh2xmggbmga#pdp-support), and [Azure](https://azuremarketplace.microsoft.com/en-us/marketplace/apps/bitnami.inc-tensorflow-intel) marketplace. (Oct 2022)
 
-> View our [full publication list](docs/publication_list.md).
+> View our [full publication list](./docs/source/publication_list.md).
 
 ## Additional Content
 
-* [Release Information](docs/releases_info.md)
-* [Contribution Guidelines](docs/contributions.md)
-* [Legal Information](docs/legal_information.md)
+* [Release Information](./docs/source/releases_info.md)
+* [Contribution Guidelines](./docs/source/contributions.md)
+* [Legal Information](./docs/source/legal_information.md)
 * [Security Policy](SECURITY.md)
 * [Intel® Neural Compressor Website](https://intel.github.io/neural-compressor)
 

diff --git a/_static/custom.css b/_static/custom.css
diff --git a/api-documentation/api-reference.rst b/api-documentation/api-reference.rst
diff --git a/api-documentation/benchmark-api.rst b/api-documentation/benchmark-api.rst
diff --git a/api-documentation/objective-api.rst b/api-documentation/objective-api.rst
diff --git a/api-documentation/pruning-api.rst b/api-documentation/pruning-api.rst
diff --git a/api-documentation/quantization-api.rst b/api-documentation/quantization-api.rst
diff --git a/docs/Makefile b/docs/Makefile
@@ -0,0 +1,44 @@
+# Minimal makefile for Sphinx documentation
+#
+
+# You can set these variables from the command line.
+SPHINXOPTS    =
+SPHINXBUILD   = sphinx-build
+SOURCEDIR     = source
+BUILDDIR      = _build
+IMGDIR        = source/_static/imgs
+BUILDIMGDIR   = _build/html/imgs
+CODEIMGDIR   = _build/html/_static
+
+# Put it first so that "make" without argument is like "make help".
+help:
+	@$(SPHINXBUILD) -M help "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
+
+.PHONY: help Makefile
+
+
+html:
+	# cp README.md to docs, modify response-link
+	cp -f "../README.md" "./source/README.md"
+	cp -f "./source/README.md" "./source/README.md.tmp"
+	sed 's/.md/.html/g; s/.\/docs\/source\//.\//g; s/.\/neural_coder\/extensions\/screenshots/imgs/g; s/.\/docs\/source\/_static/..\/\/_static/g;' "./source/README.md.tmp" > "./source/README.md"
+	rm -f "./source/README.md.tmp"
+
+	# make sure other png can display normal
+	$(SPHINXBUILD) -b html "$(SOURCEDIR)" "$(BUILDDIR)/html" $(SPHINXOPTS) $(O)
+
+	cp source/_static/index.html $(BUILDDIR)/html/index.html
+	mkdir -p "$(BUILDIMGDIR)"
+	# common svg
+	cp -f "$(CODEIMGDIR)/imgs/common/code.svg" "$(CODEIMGDIR)/images/view-page-source-icon.svg"	
+	cp -f "$(CODEIMGDIR)/imgs/common/right.svg" "$(CODEIMGDIR)/images/chevron-right-orange.svg"	
+
+	cp "../neural_coder/extensions/screenshots/extmanager.png"  "$(BUILDIMGDIR)/extmanager.png"
+	cp "$(IMGDIR)/INC_GUI.gif" "$(BUILDIMGDIR)/INC_GUI.gif"
+	cp "$(IMGDIR)/release_data.png" "$(BUILDIMGDIR)/release_data.png"
+
+
+# Catch-all target: route all unknown targets to Sphinx using the new
+# "make mode" option.  $(O) is meant as a shortcut for $(SPHINXOPTS).
+%: Makefile
+	@$(SPHINXBUILD) -M $@ "$(SOURCEDIR)" "$(BUILDDIR)" $(SPHINXOPTS) $(O)
diff --git a/docs/design.md b/docs/design.md