GitLab

Signed-off-by: wenjh <wenjh@sugon.com>

* initial debug of inspect ffi
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

* writing binary dumps of tensors works
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

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

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

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



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

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

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



* Add tensor statistics
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

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

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



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

* Add cuda error check and tests
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

* Ad __init__.py to debug folder
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

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

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

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

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



* Address greptile comments
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

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

* Gate tests behind fp8 support
Signed-off-by: Jeremy Berchtold <jberchtold@nvidia.com>

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

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



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

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

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



* adding more stuff missing from cherry picky jeremy PR for inspecting
Signed-off-by: tdophung <tdophung@nvidia.com>

* fix some tracing issues when intergating to maxtext
Signed-off-by: tdophung <tdophung@nvidia.com>

* Have sort_chunks_by_index handle situations where input buffer is larger than num tokens
Signed-off-by: tdophung <tdophung@nvidia.com>

* remove unnecessary assert and comments
Signed-off-by: JAX Toolbox <jax@nvidia.com>

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

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



* remove Jeremy's PR for inspect ffi
Signed-off-by: JAX Toolbox <jax@nvidia.com>

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

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



* untouch the amax file, also change comment on te
Signed-off-by: JAX Toolbox <jax@nvidia.com>

---------
Signed-off-by: tdophung <tdophung@nvidia.com>
Signed-off-by: JAX Toolbox <jax@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: JAX Toolbox <jax@nvidia.com>

* Make grouped weights opt-in
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

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

* Remove nvshmem usage
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

* Renamings
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

* NCCL dependency
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

* Check for not yet allocated workspace
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

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

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



* Address greptile comments
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

* Add a comment per greptile
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

* Fix a typo
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

* Display human-readable cuBLASMp error message
Signed-off-by: Vladimir Cherepanov <vcherepanov@nvidia.com>

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

fix: correct copy-paste error messages in FusedSGD
Signed-off-by: Mr-Neutr0n <64578610+Mr-Neutr0n@users.noreply.github.com>

* Add sigmoid GLU
Signed-off-by: Kim, Jin <jinn.kim@sk.com>

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

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

Signed-off-by: Kim, Jin <jinn.kim@sk.com>

* Add test for GLU op
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

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



* Fix incorrect reshape
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

* Apply suggestion from @timmoon10
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

* Add omitted tests for GLU op
Signed-off-by: Kim, Jin <jinn.kim@sk.com>

* Add GLU activation type support in JAX extension
Signed-off-by: Kim, Jin <jinn.kim@sk.com>

* [PyTorch] Add Sigmoid activation for GLU support in numerics test (#2656)
Signed-off-by: Kim, Jin <jinn.kim@sk.com>

---------
Signed-off-by: Kim, Jin <jinn.kim@sk.com>
Signed-off-by: Tim Moon <tmoon@nvidia.com>
Signed-off-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Tim Moon <tmoon@nvidia.com>
Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

* Add ops for MoE grouped MLP
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Move testing utility functions to util submodule
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

* Change order of tensor compatibility checks in noop_cat

Review suggestion from @ptrendx.
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Add support for GLU interleaving in clamped SwiGLU
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

* Added GEMM-ready preswizzling option
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



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

fix: handle nvidia namespace packages where __file__ is None
Signed-off-by: Santosh Bhavani <santosh.bhavani@live.com>
Co-authored-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* NVFP4 GroupedQuantize
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>
Co-authored-by: Zhongbo Zhu <zhongboz@nvidia.com>

* fix fp4
Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>

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

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Signed-off-by: Zhongbo Zhu <zhongboz@nvidia.com>
Co-authored-by: Zhongbo Zhu <zhongboz@nvidia.com>

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

* Update transformer_engine/pytorch/tensor/storage/grouped_tensor.py
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Remove mxfp8 gq test
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

* Fix recipe tests and FP8 weights
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

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

* Disable grouped weights for unsupported recipes
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>

---------
Signed-off-by: Kirthi Shankar Sivamani <ksivamani@nvidia.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

* Fix on TE to support Mcore Vision Encoder CUDA Graph
Signed-off-by: Lifu Zhang <lifuz@login-lyris02.lyris.clusters.nvidia.com>

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

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



* refactoring code
Signed-off-by: Lifu Zhang <lifuz@login-lyris02.lyris.clusters.nvidia.com>

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

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



---------
Signed-off-by: Lifu Zhang <lifuz@login-lyris02.lyris.clusters.nvidia.com>
Co-authored-by: Lifu Zhang <lifuz@login-lyris02.lyris.clusters.nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* Fix the compilation warnings for the PyTorch extension
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Apply suggestion from @greptile-apps[bot]
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>
Signed-off-by: Przemyslaw Tredak <ptrendx@gmail.com>

---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Przemyslaw Tredak <ptrendx@gmail.com>
Co-authored-by: greptile-apps[bot] <165735046+greptile-apps[bot]@users.noreply.github.com>

* add grad reduce api for cuda graph hook
Signed-off-by: Pingtian Li <pingtianl@nvidia.com>

* fix code consistency
Signed-off-by: Pingtian Li <pingtianl@nvidia.com>

---------
Signed-off-by: Pingtian Li <pingtianl@nvidia.com>
Co-authored-by: Tim Moon <4406448+timmoon10@users.noreply.github.com>

fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

bucket max_b with more granularity when >512
Signed-off-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

* Rebased to main
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



* Fixed the year to 2026
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Added compilation guards
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



* Added BWD pass
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



* Added dbias and dact tests. Refactoring.
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



* Added grouped MXFP8 DACT and ACT API and tests
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



* Fixed a typo
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Fixes per the review
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* More fixes from the review
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Fixes per the review
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Relaxed requirement for last dim from mod128 to mod32
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



* Fix
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Added alignment checks when tensor descriptors are modified
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



---------
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: vthumbe1503 <vthumbe@nvidia.com>

Signed-off-by: Kaining Zhong <kainingz@nvidia.com>

Signed-off-by: wenjh <wenjh@sugon.com>

Signed-off-by: wenjh <wenjh@sugon.com>

* init
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fixes
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* year update in license
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



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

* Fixed scaling-factor computation for FP32 to match the reference implementation.
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Uncommented the tuned kernel path
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

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

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



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

* version change
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* ifx
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

---------
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

Signed-off-by: wenjh <wenjh@sugon.com>

* code drop
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* Add FP8 scale support and fix alignment for grouped GEMM

- Add FP8 scale_inv pointer handling in nvte_grouped_gemm for proper FP8 GEMM
- Fix random padding in tests to ensure 16-byte alignment for all dtypes
- Reorder GroupedGemmSetupWorkspace members for natural alignment
- Remove debug prints
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* Grouped GEMM: code cleanup and NULL C support

- Remove unused alignment parameter from GroupedGemmSetupWorkspace::from_buffers
- Simplify select_grouped_operand by removing dead code branches
- Add GroupedOperandSelection.tensor field to avoid passing tensor separately
- Extract set_fp8_scale_pointers and init_matrix_layouts helpers
- Add safety check for FP8 on Hopper column-wise fallback
- Support NULL C tensor when beta=0 (uses D as placeholder)
- Remove unused get_scale_inv() from test
- Add use_null_c test parameter and test case
- Fix documentation: alpha/beta are single element tensors only
Signed-off-by: Piotr Gadzinski <pgadzinski@nvidia.com>
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* Grouped GEMM: per-matrix alpha/beta support

- Change alpha/beta from single values to per-matrix arrays
- Validate alpha/beta have exactly num_tensors elements
- Update kernel to index alpha_ptr[idx] and beta_ptr[idx]
- Move alpha/beta validation to validate_grouped_gemm_inputs
- Update tests to use per-matrix alpha/beta arrays
- Update documentation
Signed-off-by: Piotr Gadzinski <pgadzinski@nvidia.com>
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* Fix alpha/beta numel - use SimpleTensor::numel()
Signed-off-by: Piotr Gadzinski <pgadzinski@nvidia.com>
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* Refactor: move grouped GEMM to separate file and cleanup API
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* Require Blackwell (SM100) and cuBLAS 13.1+ for grouped GEMM
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fixes
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fixes
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* Update transformer_engine/common/gemm/config.h
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>
Signed-off-by: Paweł Gadziński <62263673+pggPL@users.noreply.github.com>

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

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



* changed
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* suggestions
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* refactored hopper tensor selection
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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

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

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



---------
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>
Signed-off-by: Piotr Gadzinski <pgadzinski@nvidia.com>
Signed-off-by: Paweł Gadziński <62263673+pggPL@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Przemyslaw Tredak <ptrendx@gmail.com>

* jjit bug fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix'
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

* fixes
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* lint fixes
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

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



* fix
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

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

* Expose option for custom op fusions

Refactor fusion functions to remove index bookkeeping. Refactor fused ops to use consistent operation order.
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Add tests for custom ops
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

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



* Fix linter warnings and numerical test failures
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Tweak pattern matching logic with fixed window sizes
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

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



* Use TF32 tols in fused op tests
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Review suggestion from @greptile-apps
Signed-off-by: Tim Moon <tmoon@nvidia.com>

* Backpropagate fixes from #2622
Signed-off-by: Tim Moon <tmoon@nvidia.com>

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

1,not find nvte_dgelu
2,fsdp_group is not none
3,CPUOffloadEnabled change to cpp_offload_v1
Signed-off-by: maxiao3 <maxiao3@sugon.com>

See merge request dcutoolkit/deeplearing/TransformerEngine!74

1,Resolve out-of-bounds issues for types struct
2,Fix TestFusedCastFloat8Vectorwise test case failure
Signed-off-by: maxiao3 <maxiao3@sugon.com>

See merge request dcutoolkit/deeplearing/TransformerEngine!73

Signed-off-by: zhaochao <zhaochao1@sugon.com>

See merge request dcutoolkit/deeplearing/TransformerEngine!72
Co-authored-by: zhaochao <zhaochao1@sugon.com>

* Disabled the tuned NVFP4 kernels
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

* Disabled fast math in cpp tests
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

---------
Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>

Signed-off-by: wenjh <wenjh@sugon.com>

* Use correct block size for workspace in row id map creation, also shard workspace correctly based on 2nd dim of routing_map/row_id map
Signed-off-by: DoubleCheeseCheetos <hanhdp99@gmail.com>

* reduce size of largest test case on single_GPU scenario to fit on L40 and A100 in CI line up
Signed-off-by: tdophung <hanhdp99@gmail.com>

---------
Signed-off-by: DoubleCheeseCheetos <hanhdp99@gmail.com>
Signed-off-by: tdophung <hanhdp99@gmail.com>
Co-authored-by: DoubleCheeseCheetos <hanhdp99@gmail.com>

* SWA (left, right) with FusedAttention changes cherry-picked from https://github.com/NVIDIA/TransformerEngine/pull/1369

Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



* fix test_kv_cache failures
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* remove unnecessary comments
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* fix some more filter issues, address feedback
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* fix for local test case failures - `bottom_right_diagonal` should be calculated in `fused_attn_fwd` call as well
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* make conditions more accurate
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* add cp tests to test swa (left, right)
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



* remove dead code and make conditions better
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



* fix lint
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



* feedback form Charlene
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* small er
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* plumb `bottom_right_diagonal` through jax
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



* plumb `bottom_right_diagonal` through jax
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



* add missing fields
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

* use proper mask type in CP
Signed-off-by: Sudhakar Singh <sudhakars@nvidia.com>

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

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



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

* Update THD sink attention logic for newer cudnn versions

THD Sink attention is supported in 9.18.0
Signed-off-by: Chen Cui <chcui@nvidia.com>

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

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



* update thd sink attention logic for cp>1
Signed-off-by: Chen Cui <chcui@nvidia.com>

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

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



* add unit test for thd + sink attention
Signed-off-by: Chen Cui <chcui@nvidia.com>

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

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



* address comments
Signed-off-by: Chen Cui <chcui@nvidia.com>

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

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



* do not skip thd cp sink attention test
Signed-off-by: Chen Cui <chcui@nvidia.com>

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

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



* disable deterministic mode for sink attention
Signed-off-by: Chen Cui <chcui@nvidia.com>

---------
Signed-off-by: Chen Cui <chcui@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
Co-authored-by: Charlene Yang <8636796+cyanguwa@users.noreply.github.com>

return tokens_per_experts always
Signed-off-by: tdophung <tdophung@nvidia.com>

* Fix cb.CUDAOptions usage for Triton 3.6.0
Signed-off-by: jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com>

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

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



* Update utils.py
Signed-off-by: jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com>

* Update utils.py
Signed-off-by: jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com>

* Update utils.py
Signed-off-by: jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com>

---------
Signed-off-by: jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

* PoC of the changes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Early exit from the Free function for the empty tensor
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Use the proper function for nvtx range
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Only do mark_not_offload when the cpu_offloading is enabled
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* First pass on making the setattr issue not come back
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Actually add pytest.ini
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Changes to __init__
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* A different way
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* WAR the fact that it is not possible to set __setattr__ dynamically
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Simpler solution and fixes
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix for the inference mode DPA
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Start of debugging debug tools
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* More fixes in debug
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

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

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



* Speculative moving the validate_name to the constructor
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

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

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



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

* Making the debug tools names saner
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Change the setattr usage in the tensor parallel group setting
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Adding try/finally - it does not seem to impact the time in observable
way
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fixing lint issues and the thunder test
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fix 1 of the debug tests
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Removed the warning and enforcement in the CI
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* try-finally in the context manager
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>

* Fixing the debug tests
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>

---------
Signed-off-by: Przemek Tredak <ptredak@nvidia.com>
Signed-off-by: Pawel Gadzinski <pgadzinski@nvidia.com>
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Signed-off-by: Oleg Goncharov <ogoncharov@nvidia.com>