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* [PyTorch] Fuse permute+pad and unpermute+unpad ops for FP8 optimization

1.Fused `moe_permute_with_probs` + `Fp8Padding` and fused `moe_unpermute` + `Fp8Unpadding`,
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[JAX] Remove unused TE DPA module dtype which fixes cuDNN backend detection to properly use input dtypes (#2485)

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* nit: Adjust the BRCM id name in the test to make it consistent
Signed-off-by: Kshitij Lakhani <klakhani@nvidia.com>

* Fix the brcm mask condition.
Fix the condition for cross atnn type pattern to only apply for brcm
Change the num segments per sequence to 3 instead of 2
Reduce one test pattern data size and make it such that it triggers brcm
Signed-off-by: Kshitij Lakhani <klakhani@nvidia.com>

* [pre-commit.ci] auto fixes from pre-commit.com hooks

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



* Fix lint errors
Signed-off-by: Kshitij Lakhani <klakhani@nvidia.com>

* Fix incorrectly changed dtype to numpy bool_ rather than native python bool
Signed-off-by: Kshitij Lakhani <klakhani@nvidia.com>

* Restore the numsegments to earlier value
Signed-off-by: Kshitij Lakhani <klakhani@nvidia.com>

* Add example for THD BRCM
Signed-off-by: Kshitij Lakhani <klakhani@nvidia.com>

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

assertion check
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

* Improve error message for cublas fp8 gemm with incorrect shape
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

* lint
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

* Removed unnecessary non-contracting size check
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

* rename inner dim -> leading dim
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

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Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>
Co-authored-by: Phuong Nguyen <phuonguyen@nvidia.com>

* Update minimum python version to 3.10 and update CI
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

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

* Try async copy of grouped GEMM group_sizes data
Signed-off-by: Hua Huang <huah@nvidia.com>

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Signed-off-by: Hua Huang <huah@nvidia.com>
Co-authored-by: Phuong Nguyen <phuonguyen@nvidia.com>