- 17 Jul, 2025 1 commit
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Sudhakar Singh authored
* mxfp8 is not supported on 120+ arch yet Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> * change the default recipe for arch 120 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:
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Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 16 Jul, 2025 4 commits
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Tim Moon authored
* Add dtype checks in multi-tensor Adam Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Avoid throwing exception in destructor Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug test failures Signed-off-by:
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Paweł Gadziński authored
* some initial code Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * onnx support Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * mxfp8 support Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * fixed returning layernorm etc Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * formatting Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * lint fix Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> * fix Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> * fix Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * added pip install to test.sh Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * Update transformer_engine/pytorch/export.py Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Paweł Gadziński <62263673+pggPL@users.noreply.github.com> * fix Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * float8currentscaling quantizer exception Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> * Update setup.py Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.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 * onnxscript version chnage Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> Signed-off-by:
Paweł Gadziński <62263673+pggPL@users.noreply.github.com> Signed-off-by:
root <root@prenyx0221.a51.clusters.nvidia.com> Signed-off-by:
root <pgadzinski@nvidia.com> Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Pawel Gadzinski <pgadzinski@gmail.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Co-authored-by:
root <root@prenyx0221.a51.clusters.nvidia.com> Co-authored-by:
Pawel Gadzinski <pgadzinski@gmail.com>
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jberchtold-nvidia authored
* Support flax sharding constraints Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Add warning for deprecated TE logical axes Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Update examples Signed-off-by:
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Jeremy Berchtold <jberchtold@nvidia.com>
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vcherepanov-nv authored
Signed-off-by:Vladimir Cherepanov <vcherepanov@nvidia.com>
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- 14 Jul, 2025 4 commits
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Tim Moon authored
* Add run-time version checks in cuBLAS GEMM wrapper Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add run-time version logic for multicast 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 namespace error Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
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Alp Dener authored
* added XLA FFI custom op for TE/common nvte_cublas_gemm Signed-off-by:
Alp Dener <adener@nvidia.com> started GemmPrimitive, abstract done Signed-off-by:
Alp Dener <adener@nvidia.com> gemm custom op working with BF16, needs testing for FP8/MXFP8 Signed-off-by:
Alp Dener <adener@nvidia.com> converted TE GEMM API to use ScaledTensor and added os ENV flag to use TE GEMM under general gemm() call Signed-off-by:
Alp Dener <adener@nvidia.com> BF16 tests passing, FP8 tests should be passing but contracting_dims has a scoping issue Signed-off-by:
Alp Dener <adener@nvidia.com> fp8 tests passing for E4M3, getting CUBLAS_STATUS_NOT_SUPPORTED for E5M2 Signed-off-by:
Alp Dener <adener@nvidia.com> updated GEMM API to use separate LHS and RHS quantizers instead of a QuantizerSet Signed-off-by:
Alp Dener <adener@nvidia.com> new GemmPrimitive passing all Dense tests Signed-off-by:
Alp Dener <adener@nvidia.com> import cleanup and reverted code chunk movement Signed-off-by:
Alp Dener <adener@nvidia.com> removed unused .transpose() implementations from ScaledTensors Signed-off-by:
Alp Dener <adener@nvidia.com> all custom call tests passing on Hopper, GEMM-related tests cover both GemmPrimitive and native JAX impl Signed-off-by:
Alp Dener <adener@nvidia.com> removed direct calls to GemmPrimitive.enabled() from outside of cpp_extensions Signed-off-by:
Alp Dener <adener@nvidia.com> removed unused changes to ScaledTensor classes and debug prints Signed-off-by:
Alp Dener <adener@nvidia.com> * minor unit test cleanup Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * FP8 tests passing on Blackwell but MXFP8 outputs NaN Signed-off-by:
Alp Dener <adener@nvidia.com> * reverted dense and fuseddense changes, FP8 test passing on Hopper and Blackwell, MXFP8 has issues with E5M2 Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * MXFP8 issue traced to scale factor padding with NaNs instead of zeros Signed-off-by:
Alp Dener <adener@nvidia.com> * padding scale with 2^-127 instead of nans Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * fix bug on rhs_scale_inv usage Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * cleanup E8M0 type converter use it in gemm.cpp Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * segfault fixed, passing all unittests on Blackwell Signed-off-by:
Alp Dener <adener@nvidia.com> * fix for fuseddense tests Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * fix workspace alignment Signed-off-by:
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Alp Dener <adener@nvidia.com> all unit tests passing on H100x8 node Signed-off-by:
Alp Dener <adener@nvidia.com> [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci linting fixes Signed-off-by:
Alp Dener <adener@nvidia.com> fixed batch dimension numbers Signed-off-by:
Alp Dener <adener@nvidia.com> fixed FP8 scale sharding rule when there are no FP8 scales Signed-off-by:
Alp Dener <adener@nvidia.com> added error message for unsupported Shardy partitioner Signed-off-by:
Alp Dener <adener@nvidia.com> fixed test tolerances for FP8 cases Signed-off-by:
Alp Dener <adener@nvidia.com> fixed shardy test skip cases Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * moved reshape of encoder output in encoder examples to make custom partitioning rules work correctly Signed-off-by:
Alp Dener <adener@nvidia.com> * added helper functions for padding and unpadding block scales, changed GemmPrimitive to accept unpadded scales and pad them after sharding Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * updated shardy rules for all custom ops to decouple block scale rules from their tensors Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fixed linting errors Signed-off-by:
Alp Dener <adener@nvidia.com> * changed unit test use_jax_gemm option to be a context to preserve external custom op settings, tightened multi-GPU encoder test tolerances, changed gemm() API to use contracting_dims and batched_dims separately instead of dimension_numbers Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fixed typo in test utils Signed-off-by:
Alp Dener <adener@nvidia.com> * added sequence-first input warnings Signed-off-by:
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Alp Dener <adener@nvidia.com> * reverting modification to force_1x_quantization decision Signed-off-by:
Alp Dener <adener@nvidia.com> * corrected gemm function syntax in unit tests Signed-off-by:
Alp Dener <adener@nvidia.com> --------- Signed-off-by:
Alp Dener <adener@nvidia.com> Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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Autumn1998 authored
* fix underterminsic problem in CI Signed-off-by:
tongliu <tongliu@nvidia.com> * fix bug on mbs>1 Signed-off-by:
tongliu <tongliu@nvidia.com> * fix bug on sm dispatcher Signed-off-by:
tongliu <tongliu@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix CI initial values Signed-off-by:
tongliu <tongliu@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
tongliu <tongliu@nvidia.com> Co-authored-by:
tongliu <tongliu@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by:
Xin Yao <xiny@nvidia.com>
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hx authored
* optimize permute Signed-off-by:
Hongxiao Bai <hongxiaob@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:
Xin Yao <xiny@nvidia.com> --------- Signed-off-by:
Hongxiao Bai <hongxiaob@nvidia.com> Signed-off-by:
Xin Yao <xiny@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Xin Yao <xiny@nvidia.com>
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- 12 Jul, 2025 1 commit
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Jan Bielak authored
* Fix clearing tensor data in backward removing is_first_op Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Misc fixes Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Use Linear weight dtype and device for compute consistently Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add backward dbias + quantize fusion Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Pass recipe to OperationFuser to allow recipe-dependent fusions Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Remove redundant view from activations Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add bias activation backward fusion Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Apply suggestions from code review Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by:
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- 11 Jul, 2025 2 commits
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Phuong Nguyen authored
* memset for the mxfp8 scale padding Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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Tim Moon authored
Make MXFP8Tensor unpickling function backward compatible Signed-off-by:Tim Moon <tmoon@nvidia.com>
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- 10 Jul, 2025 3 commits
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Autumn1998 authored
* add router fusion Signed-off-by:
tongliu <tongliu@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix ci Signed-off-by:
tongliu <tongliu@nvidia.com> * fix ci with cuda 12.3 Signed-off-by:
tongliu <tongliu@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Review suggestions 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 CI sm89/80 Signed-off-by:
tongliu <tongliu@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
tongliu <tongliu@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
tongliu <tongliu@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Xin Yao <xiny@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com>
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buptzyb authored
* Reuse cudagraph input and output tensor memory Signed-off-by:
Robin Zhang <robinz@nvidia.com> * Wrap _make_graphed_callables with fp8 Signed-off-by:
Robin Zhang <robinz@nvidia.com> * add uneven pp support Signed-off-by:
Robin Zhang <robinz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Remove no grad tensor reuse Signed-off-by:
Robin Zhang <robinz@nvidia.com> * simplify TensorWrapper Signed-off-by:
Robin Zhang <robinz@nvidia.com> * Format and add comments Signed-off-by:
Robin Zhang <robinz@nvidia.com> * Revert FP8 wrapper Signed-off-by:
Robin Zhang <robinz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Apply comment tweaks from code review Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Solve lint Signed-off-by:
Robin Zhang <robinz@nvidia.com> * remove unused params Signed-off-by:
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Robin Zhang <robinz@nvidia.com> --------- Signed-off-by:
Robin Zhang <robinz@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 <4406448+timmoon10@users.noreply.github.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Paweł Gadziński authored
* push 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> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * lint fix Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * Update tests/pytorch/test_sanity.py Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
Paweł Gadziński <62263673+pggPL@users.noreply.github.com> * Update tests/pytorch/test_sanity.py Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
Paweł Gadziński <62263673+pggPL@users.noreply.github.com> * Update tests/pytorch/test_sanity.py Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> * add Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> --------- Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> Signed-off-by:
Paweł Gadziński <62263673+pggPL@users.noreply.github.com> Co-authored-by:
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- 09 Jul, 2025 4 commits
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Selvaraj Anandaraj authored
Signed-off-by:
Selvaraj Anandaraj <selvaraja@login-ptyche02.ptyche.clusters.nvidia.com> Co-authored-by:
Selvaraj Anandaraj <selvaraja@login-ptyche02.ptyche.clusters.nvidia.com>
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Zhongbo Zhu authored
* functional passed Signed-off-by:
zhongboz <zhongboz@nvidia.com> * before zero padding in mxfp8 swizzle, use torch zeros to malloc for now Signed-off-by:
zhongboz <zhongboz@nvidia.com> * format Signed-off-by:
zhongboz <zhongboz@nvidia.com> * lint Signed-off-by:
zhongboz <zhongboz@nvidia.com> --------- Signed-off-by:
zhongboz <zhongboz@nvidia.com>
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Hua Huang authored
* Fix JAX grouped gemm error on CUDA 12.9.1 & later by using 16B alignment for scale ptr Signed-off-by:
Hua Huang <huah@nvidia.com> * Pad MXFP8 scales with 2*-127 instead of NaNs Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> Co-authored-by:
Hua Huang <huah@nvidia.com>
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Xin Yao authored
* Fix align_size Signed-off-by:
Xin Yao <xiny@nvidia.com> * update docstring Signed-off-by:
Xin Yao <xiny@nvidia.com> --------- Signed-off-by:
Xin Yao <xiny@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 08 Jul, 2025 2 commits
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Jan Bielak authored
* Change pre_forward to pre_first_forward Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Fix passing invalid recipe with fp8 disabled Signed-off-by:
Jan Bielak <jbielak@nvidia.com> --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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Jan Bielak authored
Add test for `LayerNormMLP` implementation using `te.ops.Sequential` to `test_fusible_ops.py` (#1924) * Add e2e test for LayerNormMLP implemented with te.Sequential Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Fix bugs uncovered by test Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix reshaping columnwise_data of MXFP8Tensor Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Fix taking dtype from weight or grad_output in BasicLinear._functional_backward Signed-off-by:
Jan Bielak <jbielak@nvidia.com> --------- Signed-off-by:
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Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 01 Jul, 2025 3 commits
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Selvaraj Anandaraj authored
* Added MCore fsdp support for TE Signed-off-by:
Selvaraj Anandaraj <selvaraja@cw-dfw-cs-001-login-01.cm.cluster> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Refactored based on new MCore FSDP Signed-off-by:
Selvaraj Anandaraj <selvaraja@cw-dfw-cs-001-login-01.cm.cluster> * Code cleanup and extended across modules Signed-off-by:
Selvaraj Anandaraj <selvaraja@cw-dfw-cs-001-login-01.cm.cluster> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Added FSDP suport Signed-off-by:
Selvaraj Anandaraj <selvaraja@cw-dfw-cs-001-login-01.cm.cluster> --------- Signed-off-by:
Selvaraj Anandaraj <selvaraja@cw-dfw-cs-001-login-01.cm.cluster> Co-authored-by:
Selvaraj Anandaraj <selvaraja@cw-dfw-cs-001-login-01.cm.cluster> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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Jan Bielak authored
* Replace `is_float8_tensor` with `is_quantized_tensor` Replace free function `is_float8_tensor` with `is_quantized_tensor` in `_common.py` and use it throughout the `ops` codebase to check if a tensor is a (possibly internal) quantized tensor Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Pass next and previous op quantizers directly to op_forward and fuser_forward Change interface of `fuser_forward` and `op_forward` to no longer take preceding and following ops and instead take the following op's input quantizer and preceding op's input gradient's quantizer directly Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Remove use redundant `detach` in `BasicLinear` Remove use of `detach` in `BasicLinear` for improved performance (enabled by not passing prev_op to backward) Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Handle saving internal tensors Handle saving internal tensors in `_OperationFuserAutogradFunction` using `prepare_for_saving` and `restore_from_saved` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Use internal tensors Enable use of internal tensors in `BasicLinear` quantizers and fix issues resulting from internal tensors not having methods that regular tensors have Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Apply suggestions from code review Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
Jan Bielak <jbielak@nvidia.com> --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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guyueh1 authored
Fix layernorm output shape in LayernormLinear, make it align with input shape Signed-off-by:
Guyue Huang <guyueh@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 28 Jun, 2025 1 commit
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yuzhongw-nvidia authored
* fix: (1) UT ignores MLA; (2) bshd format runtime error. Ban fp8 mla attn + cp due to correctness problem Signed-off-by:
Yuzhong Wang <yuzhongw@nvidia.com> * only disable FP8 CP for MLA Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> --------- Signed-off-by:
Yuzhong Wang <yuzhongw@nvidia.com> Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> Co-authored-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com>
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- 26 Jun, 2025 6 commits
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Charlene Yang authored
* skip kv cache for sm89, cudnn < 9.12 Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * fix test_numerics Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> --------- Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com>
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Jan Bielak authored
* Optimize _common.reshape by removing redundant operations Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Use view instead of reshape when possible Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Simplify convert_tensor (requires testing) Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Remove reshape Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Refactor existing code to use maybe_quantize where possible Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Check if tensor is any kind of quantized tensor Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Revert "Check if tensor is any kind of quantized tensor" This reverts commit cf09d61ffe41f38720d820ddc4f011f9dc1fb56e. Signed-off-by:
Jan Bielak <jbielak@nvidia.com> --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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Paweł Gadziński authored
* fixed the bug 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 * lint 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> * test change 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:
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Paweł Gadziński authored
* 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:
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xiaoxi-wangfj authored
* [PyTorch|common] Implement unpadding kernel for FP8 1. Add multi-tensor unpadding kernel 2. Replace split+cat with unpadding kernel in Fp8Padding and Fp8Unpadding 3. Add unpadding with padding unit tests Signed-off-by:
xiaoxi-wangfj <690912414@qq.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add license Signed-off-by:
Xin Yao <xiny@nvidia.com> * Update padding.cu Signed-off-by:
Xin Yao <xiny@nvidia.com> --------- Signed-off-by:
xiaoxi-wangfj <690912414@qq.com> Signed-off-by:
Xin Yao <xiny@nvidia.com> Co-authored-by:
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Xin Yao <xiny@nvidia.com>
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Zhongbo Zhu authored
* finish python ref impl for bulk alloc Signed-off-by:
zhongboz <zhongboz@nvidia.com> * c++ bulk alloc worked, still draft version Signed-off-by:
zhongboz <zhongboz@nvidia.com> * clean up Signed-off-by:
zhongboz <zhongboz@nvidia.com> * resolve rebase conflict Signed-off-by:
zhongboz <zhongboz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * add license Signed-off-by:
zhongboz <zhongboz@nvidia.com> * use shared_ptr to auto manage reference count Signed-off-by:
zhongboz <zhongboz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * attempt to fix misc training error Signed-off-by:
zhongboz <zhongboz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * attempt to handle case where experts get zero token Signed-off-by:
zhongboz <zhongboz@nvidia.com> * updated with fused C++ function calls Signed-off-by:
zhongboz <zhongboz@nvidia.com> * clean up Signed-off-by:
zhongboz <zhongboz@nvidia.com> * experiment with reducing py object construction time Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix seg fault bug in inference mode Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix lint Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fuse torch split into bulk alloc Signed-off-by:
zhongboz <zhongboz@nvidia.com> * clean up Signed-off-by:
zhongboz <zhongboz@nvidia.com> * rebase to latest main Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix unit test failure Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix lint error Signed-off-by:
zhongboz <zhongboz@nvidia.com> * refactor create_tensor to use get_scale_shape Signed-off-by:
zhongboz <zhongboz@nvidia.com> * refactor quantize to call quantize_cpp Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Implement separate functions for multi-tensor quantize and split + multi-tensor quantize Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Update grouped linear module with fused split+quantize func Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Move multi-tensor quantize func to cast.cpp Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Do not expose quantizer helper function externally Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Fix linter warnings 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 * Revert cuDNN frontend commit Signed-off-by:
Tim Moon <tmoon@nvidia.com> * fix corner cases with zero tokens Signed-off-by:
zhongboz <zhongboz@nvidia.com> * add comments Signed-off-by:
zhongboz <zhongboz@nvidia.com> --------- Signed-off-by:
zhongboz <zhongboz@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
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Tim Moon <tmoon@nvidia.com>
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- 18 Jun, 2025 1 commit
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Phuong Nguyen authored
* TensorUsage + FP8 GEMM with all layouts handling on BW Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 16 Jun, 2025 2 commits
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Li Tao authored
* Fix an issue when mcore uses te fusion ce implementation Signed-off-by:
lit <lit@nvidia.com> * simplify unit test code Signed-off-by:
lit <lit@nvidia.com> * Update tests/pytorch/test_parallel_cross_entropy.py Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> --------- Signed-off-by:
lit <lit@nvidia.com> Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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Hua Huang authored
* Support MXFP8 and handle empty matrices Signed-off-by:
Hua Huang <huah@nvidia.com> --------- Signed-off-by:
Hua Huang <huah@nvidia.com>
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- 13 Jun, 2025 6 commits
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Kshitij Lakhani authored
* Add support for Fused Attn MLA head_dim_qk != head_dim_v Modify is_fused_attn_kernel_available() to accept different head_dims for qk and v Modify FusedAttnHelper to accept different head_dims for qk and v and modify assert dims checks in parse_qkv_aval() Modify FusedAttnFwdPrimitive and FusedAttnBwdPrimitive to accept different head_dims for qk and v Modify Fused Attn related cpp and csrc extension API calls to accept different head_dims for qk and v Modify DotProductAttention call() to extract head dims separately for qk and v Modify the FusedAttn Tests to accommodate for API changes in FusedAttn API Add test case for head_dim_qk != head_dim_v (failing) Modify the baseline JAX appropriately to reshape the output vector based on v dims and not q dims Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix context dims in general DPA in test_fused_attn Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Fix dim for output tensor by replacing with v head dim rather than q head dim Add test cases for jax fused attn where head_dim_qk != head_dim_v for a combination of data types and attention type Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Modify the fused attn jax unit test case for head dim qk != head dim v Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Use new FusedAttnRunner function signature for separate hidden dim for qk and v in Fused Attn distributed tests Code clean up Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Fix usage of is_fused_attn signature in distributed tests Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Remove unnecessary assert Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> --------- Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Charlene Yang authored
* add support for head dim > 128 Signed-off-by:
Charlene Yang <charleney@nvidia.com> * remove debugging Signed-off-by:
Charlene Yang <charleney@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * raise tols slightly to tolerate 1/2048 mismatches Signed-off-by:
Charlene Yang <charleney@nvidia.com> * fix is_training for test_te_layer Signed-off-by:
Charlene Yang <charleney@nvidia.com> * add bprop support for blackwell Signed-off-by:
Charlene Yang <charleney@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * minor tweak for format Signed-off-by:
Charlene Yang <charleney@nvidia.com> * fix backend selection results Signed-off-by:
Charlene Yang <charleney@nvidia.com> * bump sm100 to sm100+ Signed-off-by:
Charlene Yang <charleney@nvidia.com> * add sq=1 test for MLA Signed-off-by:
Charlene Yang <charleney@nvidia.com> * enable sq=1 for bprop Signed-off-by:
Charlene Yang <charleney@nvidia.com> * minor tweak in comments Signed-off-by:
Charlene Yang <charleney@nvidia.com> * fix head_dim logic and remove pytest skip Signed-off-by:
Charlene Yang <charleney@nvidia.com> * add FE fix for d>128 Signed-off-by:
Charlene Yang <charleney@nvidia.com> * update FE again to take in small fixes Signed-off-by:
Charlene Yang <charleney@nvidia.com> * add cuDNN version info in L0 tests Signed-off-by:
Charlene Yang <charleney@nvidia.com> * increase tols for Unfused + large dim Signed-off-by:
Charlene Yang <charleney@nvidia.com> * Revert "add cuDNN version info in L0 tests" This reverts commit 3e1b426ca5319a2c0540b9e73bba7047d0e583e5. Signed-off-by:
Charlene Yang <charleney@nvidia.com> * fix tols for Unfused Signed-off-by:
Charlene Yang <charleney@nvidia.com> --------- Signed-off-by:
Charlene Yang <charleney@nvidia.com> Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Oleg Goncharov authored
* Added support of FP4 data type Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Refactoring to BitsNum in progress Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Fixed compilation errors. All C++ tests passed Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Fixed a typo 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 FP4 guard to TMA tensor descriptor data type 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 errors in JAX C++ extensions 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 * Removed dummy NVFP4 C++ test file Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Make pytorch changes Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Refactored the code per the review notes. Fixed JAX build error. 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 * Removed unnecessary static casts Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Typo fix Signed-off-by:
Oleg Goncharov <64355998+Oleg-Goncharov@users.noreply.github.com> * Pass correct num bits to create_2D_tensor_map; fixes CI Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * inline funcs Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Oleg Goncharov <64355998+Oleg-Goncharov@users.noreply.github.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Tim Moon authored
* Add FP8 current scaling to te.Sequential tests Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Helper function for test/ref tensors does not produce quantized tensor by default Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add FP8 current scaling to distributed te.Sequential tests Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add FP8 current scaling to Userbuffers te.Sequential tests 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 * Debug MXFP8 tests Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
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Tim Moon authored
* Do not initialize quantized weights with column-wise usage in inference mode Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Fix bug in test Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Use no-grad mode instead of inference mode in tests Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> --------- Signed-off-by:
Tim Moon <tmoon@nvidia.com> Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Jan Bielak authored
* Flatten basic op params during fuser init Signed-off-by:
Jan Bielak <jbielak@nvidia.com> (cherry picked from commit 949abe97070721b1da5117903067608250f5fb61) * Add caching for is_non_tn_fp8_gemm_supported Signed-off-by:
Jan Bielak <jbielak@nvidia.com> (cherry picked from commit fd830ae24ffbd2d0727010b1a8a119ca72f61ce5) * Pass fuser to _OperationFuserAutogradFunction.forward and moving computation to __init__ Signed-off-by:
Jan Bielak <jbielak@nvidia.com> (cherry picked from commit fd808991993958b670726896254b82fcb967fa07) * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Pass basic_op_kwargs and is_grad_enabled as parameters rather than in fuser Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
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pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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