GitLab

Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

Signed-off-by: Quentin Anthony <qganthony@yahoo.com>

Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add PyPI install instructions
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Review from @timmoon10
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Bump minimum CUDA version to 12.0
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Debug CUDA version check
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Debug CMake build
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Review suggestions from @ksivaman and @ptrendx

Remove logic for CUDA <12.0 in PyTorch and Paddle builds. Update version in docs and README.
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* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci



---------
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Remove interval arg from recipe
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Remove usage of interval and use explicit kwarg for testing recipes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* fix inconsistency for attn mask; now True means participating in attn
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Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

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Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

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* enforce 1-mask out; 0-keep rule for jax masks
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

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Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

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* expand list to tensors for save_for_backwards
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---------
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>
Signed-off-by: cyanguwa <8636796+cyanguwa@users.noreply.github.com>

Added HF Nanotron to integrations and updated GTC 24 video to ondemand link
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst

1. Updated latest news with databricks blog
2. Fixed formatting issues
3. Added GTC 2024 video
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst

added back overview marker for docs generation
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Added MPT-13B convergence result
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Added Levanter/JAX to integrations section of README
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Santosh Bhavani <santosh@semantic.md>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

Update README.rst - Latest News

Added an entry to Latest News section
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

Signed-off-by: Zhenhuan Liu <nkulzh16@gmail.com>

Update README.rst
Signed-off-by: Rahul Huilgol <rahulhuilgol@gmail.com>

Fix JAX/Exmaples in README.md
Signed-off-by: Ming Huang <mingh@nvidia.com>

Add GPT-NeoX coming soon
Signed-off-by: Quentin Anthony <qganthony@yahoo.com>

Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Add H200 perf non-alpha image
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst - non-transparent H200 plot
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

---------
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst - FP8 convergence

- added FP8 convergence section
- removed model support (to be replaced with a feature support table)
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update README.rst

Updated Latest News
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst

Add plot for H200
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

---------
Signed-off-by: Santosh Bhavani <santosh@semantic.md>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Refactor sharding.py for the further custom_partitioning migration
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Migrating both FWD and BWD of LayerNorm/RMSNorm from xmap to custom_partitioning.
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Migrating both FWD and BWD of all kinds of softmax from xmap to custom_partitioning.
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* Fix the wrong order of parameters to LN/RMSN bwd in ln_mlp_fp8.
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Fix the wrong order of parameters of bwd of LN/RMSN_fp8.
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Following review feedback to modify
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* Migrating both FWD and BWD of self-fused-attn from xmap to custom_partitioning.
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* Migrating both FWD and BWD of cross-fused-attn from xmap to custom_partitioning.
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* add gelu and dgelu.
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* Reuse fwd_rule in VJP functions for attentions
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Apply native FP8 Dtypes to fp8.py
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Migrating cast_and_transpose from xmap to custom_partitioning
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Migrating transpose from xmap to custom_partitioning
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Apply XLA pattern match to perform FP8 GEMM.
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* migrate layernorm_fp8 to custom_partitioning.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Unify code style
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Implementing layernorm_fp8_dot based on migrated custom calls.
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* Renaming variables and publish NVTE_FP8_COLLECTION_NAME
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* migrate gelu_fp to custom_partitioning.
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* Miner fix
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

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* Implementing layernrom_geglu_fp8_mlp
Signed-off-by: Ming Huang <mingh@nvidia.com>
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* Remove GEMM custom calls
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Remove xmap related code
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* Fix typo and add query-function to FP8MetaPackage
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

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Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Fix CT's bugs
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Update UTs/eaxmaples to adapt to the API changes.
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Unify kernel initilization in MLP.
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Modifing with code review's feedback
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* Update README and Add deprecating warning to *ShardingType
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Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

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* WAR to fix the wrong cu_seqlen of MHA when DP/FSDP enabled
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding distributed ops unit-tests
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* Adding license to test_distributed_*
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Follow review feedback to modify
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Use total bytes involved in collective ops as criteria.
Signed-off-by: Ming Huang <mingh@nvidia.com>

---------
Signed-off-by: Ming Huang <mingh@nvidia.com>
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>
Co-authored-by: Donglin Yang <dongliny@nvidia.com>

* Update README.rst - Installation section

Added pip install instructions and cleaned up pre-reqs and FlashAttention-2 section
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

* Update README.rst
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Santosh Bhavani <santosh@semantic.md>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

Signed-off-by: Tim Moon <tmoon@nvidia.com>

Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

minor grammatical changes and added "JAX Toolbox" to integrations
Signed-off-by: Santosh Bhavani <santosh@semantic.md>

Signed-off-by: Przemyslaw Tredak <ptredak@nvidia.com>

Add compilation warning for FA 2.0
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix bprop for cuDNN 8.9.3
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* Update cuDNN version requirement to 8.9.3
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* debug paddle CI
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* debug paddle CI; force LD_LIBRARY
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* debug paddle CI; force LD_LIBRARY to /opt
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* remove debug info for paddle
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* change cudnn requirement to 8.9.1 for v1 and 8.9.0 for v2; add batch size 32 for unit test; add LD library path for paddle tests temporarily
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* remove printf line in fused_attn.cpp
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* add batch size 32 for unit test
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* update cudnn-frontend to 0.9.2
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* remove temporary LD library path used for testing pre-released cudnn 8.9.3
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

---------
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

Update README.rst

Added NVIDIA NeMo to Integrations section
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

* Update README.rst

Added additional integrations
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

* Update README.rst

Added DeepSpeed integration
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

---------
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

* Update README.rst

1/ added a nav header with links
2/ added integrations section
3/ minor grammatical changes
4/ added link to release notes
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

* Update README.rst

Update NGC PyT container usage instructions
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

* Update README.rst

- added pre-reqs under installation
- reorganized useful links as papers and videos
- updated integrations to include upcoming work
- updated copy in contributing section
- updated highlights section
- updated nav header
- added latest news section
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

* Update README.rst
Co-authored-by: Santosh Bhavani <santosh.bhavani@live.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update README.rst

- updated integrations section
- add DL FW support info
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>

---------
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Adding JAX/Praxis modules and dependencies.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding UTs to JAX/Praxis modules.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Remove praxis as a dependency due to not strictly needed
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Repalce is_fp8_supported to is_fp8_available
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Make Praxis as an optional dependency.

1. Removed 'from . import praxis' in __init__.py.
    1.1 Noted, keep 'from . import flax' for deprecated warning.
2. Changed te.flax to te_flax in examples and README.rst.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding a workaround to FP8 training on Praxis.
Signed-off-by: Ming Huang <mingh@nvidia.com>

---------
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adjust Module Structure.

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2. Add a function to unify scale_init for zero-centered-gamma LN.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Make changes be compatible to previous versions.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adapt jax/examples to the new module structure.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Update jax/docs and Add deprecated warning.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Update README
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding deprecated_wrapper
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* Adding deprecated warning to flax modules which imported via transformer_engine.jax
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* Fix CI errors and update docs.
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* Removing unnecessary deprecated warning in docs.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Implementing __iter__ to DeprecatedEnum.
Signed-off-by: Ming Huang <mingh@nvidia.com>

---------
Signed-off-by: Ming Huang <mingh@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Clean up the installation instruction. We where telling to install the dev version in the README.
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>

* Typos
Signed-off-by: Tim Moon <tmoon@nvidia.com>

---------
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: Tim Moon <tmoon@nvidia.com>

Signed-off-by: Frederic Bastien <fbastien@nvidia.com>

* Add the link to the examples and the development user guide.
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>

* Update README.rst
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Frédéric Bastien <frederic.bastien@gmail.com>

---------
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>
Signed-off-by: Frédéric Bastien <frederic.bastien@gmail.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Update installation instructio for JAX and add some depenencies.
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* Bring back support for none pip installed pybind11.
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* Changes following review.
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* Change order to make it more clear.
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* Add other reviers suggestion.
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* pybind11 is needed for all FW.
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>

* Add flax as a dep
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>

* Update README.rst
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Frédéric Bastien <frederic.bastien@gmail.com>

---------
Signed-off-by: Frederic Bastien <fbastien@nvidia.com>
Signed-off-by: Frédéric Bastien <frederic.bastien@gmail.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add tensorflow build

Improve build instructions

Fix pybind enum usage

Fix Python_EXECUTABLE cmake var

Move scale_inv calculations to FW
Signed-off-by: Trevor Morris <tmorris@nvidia.com>
Signed-off-by: kaixih <kaixih@nvidia.com>

* Apply clang-format
Signed-off-by: Trevor Morris <tmorris@nvidia.com>
Signed-off-by: kaixih <kaixih@nvidia.com>

* Format python files
Signed-off-by: Trevor Morris <tmorris@nvidia.com>
Signed-off-by: kaixih <kaixih@nvidia.com>

* Add TF build CI
Signed-off-by: Trevor Morris <tmorris@nvidia.com>
Signed-off-by: kaixih <kaixih@nvidia.com>

* Lint checks
Signed-off-by: kaixih <kaixih@nvidia.com>

* Another round of lint checks
Signed-off-by: kaixih <kaixih@nvidia.com>

* Fix TF image tag
Signed-off-by: Trevor Morris <tmorris@nvidia.com>
Signed-off-by: kaixih <kaixih@nvidia.com>

* Use the existing recipe file
Signed-off-by: kaixih <kaixih@nvidia.com>

* Add license claim blocks
Signed-off-by: kaixih <kaixih@nvidia.com>

* Fix a bug about bias dtype conversion
Signed-off-by: kaixih <kaixih@nvidia.com>

* Add mnist example and cleanup old examples
Signed-off-by: kaixih <kaixih@nvidia.com>

* Autopep8 the tests
Signed-off-by: kaixih <kaixih@nvidia.com>

* Autopep8 the examples
Signed-off-by: kaixih <kaixih@nvidia.com>

* Add example in Readme
Signed-off-by: kaixih <kaixih@nvidia.com>

* Add unit tests and linting for TensorFlow
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Add causal mask for non-fused case
Signed-off-by: kaixih <kaixih@nvidia.com>

* Fix the mismatched TF vs TE masks
Signed-off-by: kaixih <kaixih@nvidia.com>

* Addressing CI tests
Signed-off-by: kaixih <kaixih@nvidia.com>

* Run lint test
Signed-off-by: kaixih <kaixih@nvidia.com>

* Add missing import
Signed-off-by: kaixih <kaixih@nvidia.com>

* Skip fp8 tests for pre-Hopper GPUs
Signed-off-by: kaixih <kaixih@nvidia.com>

* Remove non-pytest tests
Signed-off-by: kaixih <kaixih@nvidia.com>

* Fix license
Signed-off-by: Tim Moon <tmoon@nvidia.com>

---------
Signed-off-by: Trevor Morris <tmorris@nvidia.com>
Signed-off-by: kaixih <kaixih@nvidia.com>
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: kaixih <kaixih@nvidia.com>
Co-authored-by: Tim Moon <tmoon@nvidia.com>

Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Adding JAX to README.rst
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Refine README.rst as the suggestion from review.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

* Refine the API doc of extend_logical_axis_rules.
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>

---------
Signed-off-by: Ming-Xu Huang <mingh@nvidia.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

Fix the sample code so it compiles after the signature of `te.Linear` has changed.
Signed-off-by: nzmora-nvidia <96238833+nzmora-nvidia@users.noreply.github.com>
Signed-off-by: nzmora-nvidia <96238833+nzmora-nvidia@users.noreply.github.com>