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

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* Update README.rst
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* Update README.rst
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* Update README.rst
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* Update README.rst
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---------
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Update README.rst - Latest News

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

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

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

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* 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>

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

Update README.rst

Added NVIDIA NeMo to Integrations section
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* Update README.rst

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

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2/ added integrations section
3/ minor grammatical changes
4/ added link to release notes
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- reorganized useful links as papers and videos
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- updated copy in contributing section
- updated highlights section
- updated nav header
- added latest news section
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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>

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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>

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

* Adjust Module Structure.

1. Collect Flax related modules to a sub-folder, flax.
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
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Adding deprecated warning to flax modules which imported via transformer_engine.jax
Signed-off-by: Ming Huang <mingh@nvidia.com>

* Fix CI errors and update docs.
Signed-off-by: Ming Huang <mingh@nvidia.com>

* 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>

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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>

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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>

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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>