* Revise PyTorch Inference key feature doc regarding context manager
* Small fixes and revise the installation notes
* Small fix
* Update based on comments
* Update based on comments
* Remove deprecated option enable_auto_doc_ref for recommonmark
* Add first level navigation structure for Nano how-to guides
* Update navigation for How-to Training part
* Update navigation for How-to Inference part
* Update navigation for How-to Preprocessing/Install part and other small fixes
* Fix wrong link path caused by position changes of how-to install related guides
* Small fix
* Add basic structure for tf bf16 infer how-to guide
* Add how-to use BFloat16 mixed precision for TensorFlow Keras inference
* Small fixes
* Add instruction requires box
* Add outputs to show inference time diff
* Small fixes regarding hardware requirements and others
* Update based on comments
* Small fixes
* Small fixes
* feat(docs): add load/save onnx and opnevino model for tensorflow
* fix bugs after previewing
* fix order issues of insertion for toc.yml
* change link title for tensorflow
* Restyle blockquote elements in web
* Add a generalized how-to section for preprocessing, including the data process accelerastion for PyTorch
* Small fix
* Update based on comments and small typo fixes
* Small fixes
* Add basic doc structure for bf16 tf training how-to guide, and change the incorrect order of tf inference guides in toc
* Add how-to guide for tf bf16 training
* Add warning box for tf bf16 hardware limitations
* Add a print message to show the default policy of model after unpatch
* Small fixes
* Small github action fixes for tf bf16 training how-to guide
* diable action test for tf bf16 train for now, due to the core dumped problem on platforms without AVX512
* Updated based on comments
* Feat(docs): add how-to-guide for tensorflow inference by onnxruntime and openvino
* fix bugs for index.rst
* revise according to PR comments
* revise minor parts according to PR comments
* revise bugs according to PR comments
* update howto guide for optimizer
* update export model
* update typo
* update based on comments
* fix bug of get_best_model without validation data
* update ut
* update
* update
* fix 600s
* fix
* Add more key features regarding TorchNano and @nano for pytorch training
* Small fixes
* Remove the Overview title
* Add auto_lr in related notes
* Update based on comments
* Add how to guide: How to convert your PyTorch code to use TorchNano for training acceleration
* Small nano how-to index format update for openvino inference
* Update based on comments
* Updated based on comments
* Add how-to guide: How to wrap a PyTorch training loop through @nano decorator
* Add reference to TorchNano guide in @nano guide
* Some small fixes and updates
* Small typo fix: bulit -> built
* Updates based on comments
* Remove validation dataloader based on comments
* Order change of two guides
* Update based on comments
* upddate installation
* update
* update runtime acceleration
* update link in rst
* add bf16 quantization and optimize()
* update based on comment
* update
* update based on comment
* add key feature and how to guide for context manager
* update key feature for multi models
* update based on comment
* update
* update based on comments
* update
* update
* add how to guide:
* acclerate with jit_ipex
* save and load jit, ipex, onnx, openvino
* add these five above .nblink files
;
* add index of sl files
* clear all the output & fix the bug of title
* remove extra blank indent
* format the jupter with prettier
* fix the bug of error words
* add blank line before unorder list
* * remove the normal inference in accelerate using jit/ipex;
* add note to example why we should pass in the orginal model to get the optimized one in sl ipex
* fix:new pip install shell cmd & indent improve
* add nano notebook example for openvino ir
* add basic example for openvino model inference
* add notebook example for sync inference and async inference
* add notebook to documentation
* update explanation for async api
* try to fix code snip
* fix code snip
* simplify async api explanation
* simplify async api explanation
* adapt new theme
* Remove manually-added bold style for titles in [User guide] section
* Fix failed relative links in windows user guide
* Remove manually-added bold style for titles in [Orca] section
* Fix failed relative links & title bold fix in Nano 5 min
* Remove manually-added bold style for titles in [Nano] section
* Remove manually-added bold style for titles in [DLlib] section
* Remove manually-added bold style for titles in [Chronos] section
* Remove manually-added bold style for titles in Developer guide
* Remove manually-added bold title style for all other not-included md files in docs/readthedocs/source/doc folder
* Fix based on comments
* refactor toc
* refactor toc
* Change to pydata-sphinx-theme and update packages requirement list for ReadtheDocs
* Remove customized css for old theme
* Add index page to each top bar section and limit dropdown maximum to be 4
* Use js to change 'More' to 'Libraries'
* Add custom.css to conf.py for further css changes
* Add BigDL logo and search bar
* refactor toc
* refactor toc and add overview
* refactor toc and add overview
* refactor toc and add overview
* refactor get started
* add paper and video section
* add videos
* add grid columns in landing page
* add document roadmap to index
* reapply search bar and github icon commit
* reorg orca and chronos sections
* Test: weaken ads by js
* update: change left attrbute
* update: add comments
* update: change opacity to 0.7
* Remove useless theme template override for old theme
* Add sidebar releases component in the home page
* Remove sidebar search and restore top nav search button
* Add BigDL handouts
* Add back to homepage button to pages except from the home page
* Update releases contents & styles in left sidebar
* Add version badge to the top bar
* Test: weaken ads by js
* update: add comments
* remove landing page contents
* rfix chronos install
* refactor install
* refactor chronos section titles
* refactor nano index
* change chronos landing
* revise chronos landing page
* add document navigator to nano landing page
* revise install landing page
* Improve css of versions in sidebar
* Make handouts image pointing to a page in new tab
* add win guide to install
* add dliib installation
* revise title bar
* rename index files
* add index page for user guide
* add dllib and orca API
* update user guide landing page
* refactor side bar
* Remove extra style configuration of card components & make different card usage consistent
* Remove extra styles for Nano how-to guides
* Remove extra styles for Chronos how-to guides
* Remove dark mode for now
* Update index page description
* Add decision tree for choosing BigDL libraries in index page
* add dllib models api, revise core layers formats
* Change primary & info color in light mode
* Restyle card components
* Restructure Chronos landing page
* Update card style
* Update BigDL library selection decision tree
* Fix failed Chronos tutorials filter
* refactor PPML documents
* refactor and add friesian documents
* add friesian arch diagram
* update landing pages and fill key features guide index page
* Restyle link card component
* Style video frames in PPML sections
* Adjust Nano landing page
* put api docs to the last in index for convinience
* Make badge horizontal padding smaller & small changes
* Change the second letter of all header titles to be small capitalizd
* Small changes on Chronos index page
* Revise decision tree to make it smaller
* Update: try to change the position of ads.
* Bugfix: deleted nonexist file config
* Update: update ad JS/CSS/config
* Update: change ad.
* Update: delete my template and change files.
* Update: change chronos installation table color.
* Update: change table font color to --pst-color-primary-text
* Remove old contents in landing page sidebar
* Restyle badge for usage in card footer again
* Add quicklinks template on landing page sidebar
* add quick links
* Add scala logo
* move tf, pytorch out of the link
* change orca key features cards
* fix typo
* fix a mistake in wording
* Restyle badge for card footer
* Update decision tree
* Remove useless html templates
* add more api docs and update tutorials in dllib
* update chronos install using new style
* merge changes in nano doc from master
* fix quickstart links in sidebar quicklinks
* Make tables responsive
* Fix overflow in api doc
* Fix list indents problems in [User guide] section
* Further fixes to nested bullets contents in [User Guide] section
* Fix strange title in Nano 5-min doc
* Fix list indent problems in [DLlib] section
* Fix misnumbered list problems and other small fixes for [Chronos] section
* Fix list indent problems and other small fixes for [Friesian] section
* Fix list indent problem and other small fixes for [PPML] section
* Fix list indent problem for developer guide
* Fix list indent problem for [Cluster Serving] section
* fix dllib links
* Fix wrong relative link in section landing page
Co-authored-by: Yuwen Hu <yuwen.hu@intel.com>
Co-authored-by: Juntao Luo <1072087358@qq.com>
* Add basic guides structure of Training - TensorFlow
* Add how-to guides: How to accelerate a TensorFlow Keras application on training workloads through multiple instances
* Change import order and add pip install for tensorflow-dataset
* Diable other nano tests for now
* Add github action tests for how-to guides Tensorflow training
* Use jupyter nbconvert to test notebooks for training tensorflow instead to avoid errors
* Add how-to guide: How to optimize your model with a sparse Embedding layer and SparseAdam optimizer
* Enable other nano tests again
* Small Revision: fix typos
* Small Revision: refactor some sentences
* Revision: refactor contents based on comments
* Add How-to guides: How to choose the number of processes for multi-instance training
* Small Revision: fix typos and refactor some sentences
* Make timeout time for github action longer for TensorFlow, 600s->700s
* Rearrange file structure for PyTorch Inference for docs and add titles for PyTorch-Lightning Training
* Add How-to guide: How to accelerate a PyTorch-Lightning application on training workloads through Intel® Extension for PyTorch*
* Add how-to guide: How to accelerate a PyTorch-Lightning application on training workloads through multiple instances
* Revise: remove '-' in 'PyTorch-Lightning' and some other changes
* Add How-to guides: How to use the channels last memory format in your PyTorch Lightning application for training
* Add how-to guide: Use BFloat16 Mixed Precision for PyTorch Lightning Training
* Add How-to guide: How to accelerate a computer vision data processing pipeline
* Small Revision: change comments in several code cells
* Disable other nano tests temporarily
* Add github action tests for Nano Training PyTorch Lightning tests
* Enable other nano tests again
* Small revisions: typos and explanation texts changes
* Revise: update based on comments
