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

* cuDNN normalization integration
* TE Norm refactor
* TE Norm APIs changes.

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Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>
Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

* Expose JAX sliding window attn API
Signed-off-by: Hua Huang <huah@nvidia.com>

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

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* No SWA in context parallel; fix RNG seed in test
Signed-off-by: Hua Huang <huah@nvidia.com>

* Handle SAW API discrepancy in cuDNN and Python
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* Add SAW API for flax, all tests passed

Will update tests/jax/test_praxis_layers.py next
Signed-off-by: Hua Huang <huah@nvidia.com>

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* Update test_praxis_layers.py for SWA, test passed
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* Use tuple window_size; update for PR #1212
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* Add and adjust some pytest.skip
Signed-off-by: Hua Huang <huah@nvidia.com>

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* Revised following Reese Wang's comments

Still need further debugging:
FAILED test_fused_attn.py::TestFusedAttn::test_backward[NO_SWA-DROP_0.0-4-128-256-16-16-64-BF16-CROSS-KV_PACKED-NO_MASK-NO_BIAS] - AssertionError:
FAILED test_fused_attn.py::TestFusedAttn::test_backward[NO_SWA-DROP_0.0-4-128-256-16-16-64-BF16-CROSS-KV_PACKED-NO_MASK-POST_SCALE_BIAS-1HSS] - AssertionError:
FAILED test_fused_attn.py::TestFusedAttn::test_backward[NO_SWA-DROP_0.0-4-128-256-16-16-64-BF16-CROSS-SEPARATE-NO_MASK-NO_BIAS] - AssertionError:
FAILED test_fused_attn.py::TestFusedAttn::test_backward[NO_SWA-DROP_0.0-4-128-256-16-16-64-BF16-CROSS-SEPARATE-NO_MASK-POST_SCALE_BIAS-1HSS] - AssertionError:

These errors does not exist in the previous commit
Signed-off-by: Hua Huang <huah@nvidia.com>

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* Fix no-SWA test case errors in previous commit
Signed-off-by: Hua Huang <huah@nvidia.com>

* Add Padding mask w/ sliding windows sanity tests
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Use float32 for the reference code softmax calculation
Signed-off-by: Reese Wang <rewang@nvidia.com>

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Signed-off-by: Hua Huang <huah@nvidia.com>
Signed-off-by: Reese Wang <rewang@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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* Support non-deterministic algo
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Refine the helper function name
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Move fixture to conftest.py
Signed-off-by: Reese Wang <rewang@nvidia.com>

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Signed-off-by: Reese Wang <rewang@nvidia.com>
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* Specify python version
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add classifiers for python
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add utils to build wheels
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

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

* Fix paddle wheel
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* PaddlePaddle only builds for x86
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* Add optional fwk deps
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* Python3.8; catch install error
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* [wip] cudnn9 compile with paddle support
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* [wip] dont link cudnn
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* dlopen cudnn
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

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

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

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

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

* remove residual packages; exclude stub from nvrtc .so search
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Exclude builtins from nvrtc .so search
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* properly include files for sdist
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* paddle wheel tie to python version
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* Fix paddle build from src [wip]
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* Fix workflow paddle build
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* Fix paddle
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix paddle
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* fix lint from pr986
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* fix
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add sanity wheel test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Add sanity import to wheel test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* remove upper limit on paddlepaddle version
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Remove unused imports
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* Remove pybind11 dependency
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

* Search .sos in cuda home
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* fixes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* CLeanup, remove residual code
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Integrate experimental ragged offset
Signed-off-by: Reese Wang <rewang@nvidia.com>

* Use per sequence based offsets
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* Format
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* Remove v/o_seq_offsets
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* Add FP16 sanity tests and remove forward tests from the automatically run tests
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* Enhance input checks
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* Separate fused attn to 2 differnt APIs and add the docs
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* Add experimental to the docs
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* Fix lint
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* Add runtime segments check
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* Remove finished TODO
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Signed-off-by: Reese Wang <rewang@nvidia.com>

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

Signed-off-by: Keshav <keshavb@nvidia.com>

* categorized `csrc/modules.cpp`
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* adapted the build tool
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Signed-off-by: Phuong Nguyen <phuonguyen@nvidia.com>