Sync release/0.10

Author: thiagocrepaldi

.flake8

@@ -0,0 +1,3 @@
+d79b1330908fd434aaf9b8c09eb75304f0939c78
+eb278eb60707fb252364fe6aeb70c09eff227895
+2eb60e3485de9a876216a723f4763b5d65a26b12

.git-blame-ignore-revs

@@ -38,6 +38,42 @@ MANIFEST
 pip-log.txt
 pip-delete-this-directory.txt
 
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+target/
+
 # Jupyter Notebook
 .ipynb_checkpoints
 
@@ -48,9 +84,23 @@ ipython_config.py
 # pyenv
 .python-version
 
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
 # PEP 582; used by e.g. github.com/David-OConnor/pyflow
 __pypackages__/
 
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
 # Environments
 .env
 .venv
@@ -60,12 +110,40 @@ ENV/
 env.bak/
 venv.bak/
 
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# vscode project settings
+.vscode/
+
 # mkdocs documentation
 /site
 
-# model files
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# version.py
+quark/version.py
+
+# pre-commit
+.pre-commit-cache
+
+# test
+test/smoke_test_output/
+
+# generated and fetched files
 *.onnx
-*.pth
+quantized_info.csv
+*.jpg
 
 # document generation
 _docs_build

.gitignore

@@ -28,4 +28,3 @@ build:
          - mkdir -p $READTHEDOCS_OUTPUT/html
          - bash -c "export QUARK_SPHINX_BUILD_SKIP_TUTORIALS=1; cd docs && ./build_docs.sh"
          - bash -c "cp -rv _docs_build/html/* $READTHEDOCS_OUTPUT/html/"
-

.readthedocs.yaml

@@ -33,7 +33,7 @@
 | Supported Ops.         | `nn.Linear`, `nn.Conv2d`, `nn.ConvTranspose2d`, `nn.Embedding`, `nn.EmbeddingBag`,                                                  | Almost all ONNX ops,                                                                            |
 |                        | `nn.BatchNorm2d`, `nn.BatchNorm3d`, `nn.LeakyReLU`, `nn.AvgPool2d`, `nn.AdaptiveAvgPool2d`                                          | see [Full List](https://quark.docs.amd.com/latest/onnx/user_guide_supported_optype_datatype.html) |
 | Pre-Quant Optimization | SmoothQuant                                                                                                                         | QuaRot, SmoothQuant, CLE                                |
-| Quantization Algorithm | AWQ, GPTQ                                                                                                                           | AdaQuant, AdaRound, GPTQ, Bias Correction                                                                  |
+| Quantization Algorithm | AWQ, GPTQ, Qronos                                                                                                                   | AdaQuant, AdaRound, GPTQ, Bias Correction                                                                  |
 | Export Format          | ONNX, JSON-Safetensors, GGUF(Q4_1)                                                                                                  | N/A                                                                                       |
 | Operating  Systems     | Linux {ROCm, CUDA, CPU}, Windows {CPU}                                                                                              | Linux {ROCm, CUDA, CPU}, Windows {CUDA, CPU}                                                    |
 
@@ -45,7 +45,7 @@
 | LLM Post Training Quantization (PTQ)  | [Model Support](examples/torch/language_modeling/llm_ptq/example_quark_torch_llm_ptq.rst)         |
 | LLM Quantization Aware Training (QAT) | [Model Support](examples/torch/language_modeling/llm_qat/example_quark_torch_llm_qat.rst)         |
 | Vision Model Quantization             | [Model Support](examples/torch/vision/model_support.md)                                           |
-| Quark for ONNX                        | [Model Support](examples/onnx/model_support.md)
+| Quark for ONNX                        | [Model Support](examples/onnx/model_support.md)                                                   |
 
 ## Installation
 

.style.yapf

@@ -1,19 +1,27 @@
-# Quark documentation
+# AMD Quark Documentation
 
-Quark (new quantizer) documentation.
+Quark quantizer documentation.
 
-## How to build document
+Included in documentation:
 
-.. code-block:: sh
+* Introductory articles.
+* Code API documentation.
+* Notebook tutorials.
+* Guides accompanying Quark examples package.
+* Release notes.
 
-    sh install_requirements.sh
-    sh build_docs.sh
+## How to build documentation
 
-Access the HTML documentation at ``quark/_docs_build/html/index.html``.
+```sh
+sh install_requirements.sh
+sh build_docs.sh
+```
 
-.. raw:: html
+Then access the generated HTML documentation at `quark/_docs_build/html/index.html`.
 
-   <!--
-   ## License
-   Copyright (C) 2023, Advanced Micro Devices, Inc. All rights reserved. SPDX-License-Identifier: MIT
-   -->
+See `CONTRIBUTING.md` for information on how the tutorial documentation is built, run for tests, and converted to HTML.
+
+<!--
+## License
+Copyright (C) 2023, Advanced Micro Devices, Inc. All rights reserved. SPDX-License-Identifier: MIT
+-->