- 29 Sep, 2025 1 commit
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Kirthi Shankar Sivamani authored
* Add NVFP4 recipe Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Co-authored-by:
Frank Sun <frsun@nvidia.com> Co-authored-by:
Oleg Goncharov <ogoncharov@nvidia.com> Co-authored-by:
Zhongbo Zhu <zhongboz@nvidia.com> Co-authored-by:
Evgeny Tsykunov <etsykunov@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Teddy Do <tdophung@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add MathDx dependency to GitHub builds Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Suggestions from GitHub Copilot Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Move 2x shape logic from core to PyTorch Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix compilation errors with CUDA 12.1 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 * SM 70 is not supported in CUDA 13 Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> * Typo Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> * Revert "Move 2x shape logic from core to PyTorch" This reverts commit f8b2a2d0111d9af690b43bb98ae448d9a430a185. Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Added dequantize kernel for FP4 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 linter warning Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add NVFP4 support with fusible ops Use logical tensor dims for PyTorch NVFP4 tensors. Temporarily add unfused dequantize impl. Fix bug where NVFP4 recipe was not configurable. Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Fix logic for 2x shapes and move to PyTorch Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix CG test model config Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Debug NVFP4 tensor size function Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Proper handling of the RNG state Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> * Test SR properly 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 workspace size for GEMM heuristic. Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix compile error in C++ NVFP4 test Some some numeric errors when blocks are all zero. Signed-off-by:
Tim Moon <tmoon@nvidia.com> * fix distrbuted test problem shape Signed-off-by:
zhongboz <zhongboz@nvidia.com> * proper assert dim for low precision AG TP Signed-off-by:
zhongboz <zhongboz@nvidia.com> * clean up duplicated code in nvfp4_utils.cuh Signed-off-by:
zhongboz <zhongboz@nvidia.com> * lint Signed-off-by:
zhongboz <zhongboz@nvidia.com> * pylint: disable=unused-argument Signed-off-by:
zhongboz <zhongboz@nvidia.com> * `nvte_cublas_gemm_v2` to take alpha pointer (#12) * make nvte_cublas_gemm_v2 to take alpha/beta pointers Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * users are expected to pass a valid C_tensor Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * typos Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * API to have const float* alpha Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * Minor tweaks Support arbitrary beta scales. Increase workspace to be aligned to 128 bytes. Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug IMA with alpha pointer Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Support fused amax kernels with NVFP4 quantization Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Disable fused amax with cuDNN LayerNorm kernel Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add NVFP4 cases to distributed tests for TE ops Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Change assert to NVTE_CHECK in the hadamard cast fusion Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> * Fix compile error Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Use global thread IDs for Philox subsequences 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 * Add shape checks for NVFP4 cast kernels 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 * Do not fuse amax if cuDNN normalization is forced by envvar Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> --------- Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> Signed-off-by:
zhongboz <zhongboz@nvidia.com> Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> Co-authored-by:
Frank Sun <frsun@nvidia.com> Co-authored-by:
Oleg Goncharov <ogoncharov@nvidia.com> Co-authored-by:
Zhongbo Zhu <zhongboz@nvidia.com> Co-authored-by:
Evgeny Tsykunov <etsykunov@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Teddy Do <tdophung@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:
Przemek Tredak <ptredak@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 17 Sep, 2025 1 commit
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vthumbe1503 authored
* Test working as I think it should work Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> * revert accidental change Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> Restrict the number of cases for unfused quantization, some fp8->fp8 cases are handled by cublas Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> fix merge conflict Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> bug: missed a } in the code Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> Add cuBLASMp-backed GEMM-like API to TE common (#1824) * Pick up cuBLASMp during build Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Saving... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Change lib order to fix link error Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Saving... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Context creation, incomplete... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Test fixure Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Saving... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * A sanity AgGemm test, failing... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Saving... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Fix axes Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * Gemm-RS Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Gemm-AR, not working... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Fixes Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * First shot at fp8 Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * Amax ptr Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Flags parity with cublas_gemm, saving... Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Cleanup Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * Fix bias test Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * aux_ld Signed-off-by:
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Vladimir Cherepanov <vcherepanov@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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Vladimir Cherepanov <vcherepanov@nvidia.com> * Remove MPI dependency, comment API, add algo parameter Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Fix nvshmem dependency Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Fix nvshmem build Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Excluse CommGemm tests from L0_cppunittest Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Add cpp_distributed sh file for CI Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Adapt tp TensorAllocator 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 * Skip GemmAr test on unsupported HW Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Oversibscribe is needed on some clusters Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Fix incomplete libcal removal Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * More detailed NVTE_CHECK diag 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 * Comment API Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> * Remove now unused argument Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * Abstract away cuBLASMp algo behind our own enum Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> * More detailed shape diag messages 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 * Update transformer_engine/common/include/transformer_engine/comm_gemm.h Co-authored-by:
Przemyslaw Tredak <ptrendx@gmail.com> Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.com> --------- Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> Signed-off-by:
Vladimir Cherepanov <56651474+mk-61@users.noreply.github.com> Co-authored-by:
Vladimir Cherepanov <vcherepanov@nvidia.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> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> FP8 AllGather in FP8 GroupedGEMM + Fix Stream Usage Issue. (#2086) * FP8 AllGather in FP8 GroupedGEMM 1. Support current scaling FP8 quantation with a given amax. 2. Support FP8 AG in fwd and BF16 RS in bwd. 3. The workflow is AR-max -> FP8 Quant -> FP8 AG -> FP8 GroupedGEMM. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Slightly refactor Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adding documents of new args. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adding unit-tests. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adding license. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Move unit-tests to L1. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Move quantizaer store/reset into FP8 only. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adding all layout support for Blackwell+ Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adopt the feedback from code-review. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fixed the wrong stream used by d2d in groupedGEMM FFI. Signed-off-by:
Ming Huang <mingh@nvidia.com> --------- Signed-off-by:
Ming Huang <mingh@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [JAX] Delay MeshResource validation until first usage (#2124) Delay MeshResource validation until first usage Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [JAX] Decouple Recipe and ScalingMode (#1728) * Decouple recipe and scaling mode Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Expose global QuantizeConfig instance as a getter Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Format and lint Signed-off-by:
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Jeremy Berchtold <jberchtold@nvidia.com> * Update test_layer.py Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Signed-off-by:
jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [JAX] `dot_1_output` sharding constraint + use AXIS_IS_UNSHARDED (#2128) * add dot_1_output sharding constraint + use AXIS_IS_UNSHARDED Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [JAX] Add amax input to DBiasQuantizePrimitive and FFI (#2118) * add amax input to DBiasQuantizePrimitive and FFI Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * make sure amax is init with zero Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * fix sharding rule Signed-off-by:
Phuong Nguyen <phuonguyen@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> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> Further relax constraints to cuDNN 9.13 for disabling fused attn for kv caching (#2121) Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> Temporarily remove comm_gemm tests (#2133) Signed-off-by:
Vladimir Cherepanov <vcherepanov@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [PyTorch] Disable determinism for sm100 (#2130) * disable determinism for sm100+ and cudnn<9.14 Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * fix remaining CI failures Signed-off-by:
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Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * revert more changes Signed-off-by:
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Charlene Yang <8636796+cyanguwa@users.noreply.github.com> --------- Signed-off-by:
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Varun Thumbe <vthumbe@nvidia.com> [PyTorch] ONNX export of FP8 Current Scaling (#2068) * Compute amax in normalization forward in current scaling in untuned kernels 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 Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * fix Signed-off-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> Co-authored-by:
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Varun Thumbe <vthumbe@nvidia.com> [PyTorch][MOE] Tentative Fix For Replacing from_blob with empty for experts receiving zero tokens (#2134) use torch empty for empty shape instead of from_blob Signed-off-by:
zhongboz <zhongboz@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> build: pull cached wheels (#2127) * build: pull cached wheels Signed-off-by:
oliver könig <okoenig@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update setup.py Signed-off-by:
oliver könig <okoenig@nvidia.com> --------- Signed-off-by:
oliver könig <okoenig@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> feat: Add support for multiple quantization modes in the UB communicators (#2043) Signed-off-by:
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Xin Yao <xiny@nvidia.com> --------- Signed-off-by:
Xin Yao <xiny@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
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Varun Thumbe <vthumbe@nvidia.com> [PyTorch] Support bf16+fp8 cudagraph (#2098) * support bf16+fp8 model Signed-off-by:
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Tim Moon <tmoon@nvidia.com> Signed-off-by:
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Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Signed-off-by:
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Vladimir Cherepanov <vcherepanov@nvidia.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> FP8 AllGather in FP8 GroupedGEMM + Fix Stream Usage Issue. (#2086) * FP8 AllGather in FP8 GroupedGEMM 1. Support current scaling FP8 quantation with a given amax. 2. Support FP8 AG in fwd and BF16 RS in bwd. 3. The workflow is AR-max -> FP8 Quant -> FP8 AG -> FP8 GroupedGEMM. Signed-off-by:
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Ming Huang <mingh@nvidia.com> --------- Signed-off-by:
Ming Huang <mingh@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com> [JAX] Delay MeshResource validation until first usage (#2124) Delay MeshResource validation until first usage Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Co-authored-by:
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Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Signed-off-by:
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Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
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Phuong Nguyen <phuonguyen@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> Further relax constraints to cuDNN 9.13 for disabling fused attn for kv caching (#2121) Signed-off-by:
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Charlene Yang <8636796+cyanguwa@users.noreply.github.com> --------- Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> Co-authored-by:
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Pawel Gadzinski <pgadzinski@nvidia.com> --------- Signed-off-by:
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zhongboz <zhongboz@nvidia.com> Co-authored-by:
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oliver könig <okoenig@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> feat: Add support for multiple quantization modes in the UB communicators (#2043) [Common] Add checks to CUDA kernel launch and CUDA API calls (#2074) * add checks to cuda kernel launch and cuda API calls Signed-off-by:
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Robin Zhang <robinz@nvidia.com> Co-authored-by:
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Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Create GPU reload buffers on main stream (#2131) * Create GPU relaod buffers on main stream Signed-off-by:
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Kshitij Lakhani <klakhani@nvidia.com> --------- Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> fix linting error Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [PyTorch][CUDA Graph] Fix FP8 Weight Quantization Cache under CUDA Graph (#2119) * add noop to comp amax Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix for fp8 blockwise recipe Signed-off-by:
zhongboz <zhongboz@nvidia.com> * resolve comments Signed-off-by:
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Tim Moon <4406448+timmoon10@users.noreply.github.com> address review comments Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> * Update test_multi_process_distributed_grouped_gemm.py change accidentally added while merging Signed-off-by:
vthumbe1503 <vthumbe@nvidia.com> * Update dense.py change accidentally added while merging Signed-off-by:
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Varun Thumbe <vthumbe@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * address revie comments Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Bug solved: delayed scaling quantization with mxfp8 inputs didnt work Signed-off-by:
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Varun Thumbe <vthumbe@nvidia.com> * fix merge conflict Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by:
Varun Thumbe <vthumbe@nvidia.com> address review comments: quantization inside gemm and outside both should exactly match for fp32 accumulation [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci Signed-off-by:
Varun Thumbe <vthumbe@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:
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vthumbe1503 <vthumbe@nvidia.com> Co-authored-by:
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- 04 Sep, 2025 1 commit
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Zhongbo Zhu authored
* add noop to comp amax Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix for fp8 blockwise recipe Signed-off-by:
zhongboz <zhongboz@nvidia.com> * resolve comments 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 --------- Signed-off-by:
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Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 06 Aug, 2025 2 commits
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hx authored
[PyTorch] fix input_quantizer usage for save_original_input; fix blockwise FP8 convert_and_update_tensor (#1978) * fix input_quantizer in save_original_input bwd Signed-off-by:
Hongxiao Bai <hongxiaob@nvidia.com> * fix get shape of blockwise tensor with only compact colwise data Signed-off-by:
Hongxiao Bai <hongxiaob@nvidia.com> * fix blockwise FP8 convert_and_update_tensor 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 --------- Signed-off-by:
Hongxiao Bai <hongxiaob@nvidia.com> Co-authored-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:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Xin Yao authored
* for loop Signed-off-by:
Xin Yao <xiny@nvidia.com> * bulk alloc Signed-off-by:
Xin Yao <xiny@nvidia.com> * multi-tensor swizzle Signed-off-by:
Xin Yao <xiny@nvidia.com> * pad zeros in swizzle kernels Signed-off-by:
Xin Yao <xiny@nvidia.com> * unify single- and multi-tensor swizzle Signed-off-by:
Xin Yao <xiny@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * fix empty tensor list Signed-off-by:
Xin Yao <xiny@nvidia.com> * fix bug for col swizzle Signed-off-by:
Xin Yao <xiny@nvidia.com> * check context & fix signifiers Signed-off-by:
Xin Yao <xiny@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>
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- 29 Jul, 2025 2 commits
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Jan Bielak authored
* Compute amax in activation kernels when the output pointer is provided, even for non-fp8 outputs Signed-off-by:
Jan Bielak <jbielak@nvidia.com> (cherry picked from commit 9f13fe2fefc58cae93bc467d87d01ecf792a0381) * Initialize metatensor values Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Fuse computation of amax into the activation kernel for fp8 current scaling Signed-off-by:
Jan Bielak <jbielak@nvidia.com> (cherry picked from commit 2b54327ac9c931a5340983a79e99de5caa0399dd) 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 * Zero out amax in `create_hp_tensor_with_amax` instead of relying on `Float8CurrentScalingQuantizer.__init__` to zero-initialize it 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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Tim Moon authored
* remove reciprocal op Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Refactor Quantizer::create_tensor function 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 bug when constructing FP8 tensor 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 * Add quantize function to C++ quantizers Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Prototype function to coerce Python quantized tensors to match quantizer Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Use quantizer class in tex.quantize Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add FP8 current scaling support for activation backward Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Disable quantized GEMM output with FP8 current scaling Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add coerce_tensor functions for MXFP8 and DSv3 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 * Avoid quantizing empty tensors Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Use consistent shapes for FP8 transposes Signed-off-by:
Tim Moon <tmoon@nvidia.com> * In attention impl, construct FP8 tensors with pre-initialized scale-invs Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Initialize MXFP8 scales to zero 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 * Store copy of quantizer when creating quantized tensors Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Fix linter warnings Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Make sure quantized tensors have private quantizer Avoid problems with in-place ops after quantizer usages are changed externally. Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Rename "coerce_tensor" to "convert_and_update_tensor" 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 * Make sure CUDA context is available when launching NVRTC kernel Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Expose CUDA context creation function externally Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
zhongboz <zhongboz@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
zhongboz <zhongboz@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 09 Jul, 2025 1 commit
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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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- 26 Jun, 2025 1 commit
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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:
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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:
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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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- 06 Jun, 2025 1 commit
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Zhongbo Zhu authored
[PyTorch] FP8 Subchannel Recipe With FP8 Gather And Configurable Scaling Factor Tensor Swizzling (#1707) * functional kernel for columnwise + no-transpose option, still hacky Signed-off-by:
zhongboz <zhongboz@nvidia.com> * pass all quantizer unit tests 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 * refactor, add gemm ready api Signed-off-by:
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zhongboz <zhongboz@nvidia.com> * swizzle scales right before gemm Signed-off-by:
zhongboz <zhongboz@nvidia.com> * bug fix of single layer test Signed-off-by:
zhongboz <zhongboz@nvidia.com> * attempt to fix lint issue 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 * fp8 gather pass, need minor refine 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 * fix return_layernorm_output_gathered case Signed-off-by:
zhongboz <zhongboz@nvidia.com> * remove special cases, add sanity check before gemm Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix lint Signed-off-by:
zhongboz <zhongboz@nvidia.com> * lint ungrouped imports 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 * Implement dequantize for compact 1D blocks. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * add more unit test with dequantize compact supported Signed-off-by:
zhongboz <zhongboz@nvidia.com> * lint again Signed-off-by:
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zhongboz <zhongboz@nvidia.com> * zero tolerance in distributed test Signed-off-by:
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zhongboz <zhongboz@nvidia.com> * clean up Signed-off-by:
zhongboz <zhongboz@nvidia.com> * bug fix Signed-off-by:
zhongboz <zhongboz@nvidia.com> * relax rtol for fp32 distributed test Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix some ci issue Signed-off-by:
zhongboz <zhongboz@nvidia.com> * fix ci test failure in debug mode Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Force row-wise and column-wise data to have same data format Prototype "all-gather usage" in quantizer. Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Remove dead logic for high-precision AGs 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 FP8 block-wise tensor tests Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug distributed test Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Handle case where LayerNormLinear returns gathered norm output Signed-off-by:
Tim Moon <tmoon@nvidia.com> * fix debug mode Signed-off-by:
zhongboz <zhongboz@nvidia.com> --------- Signed-off-by:
zhongboz <zhongboz@nvidia.com> Signed-off-by:
Keith Wyss <kwyss@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> Co-authored-by:
Keith Wyss <kwyss@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 14 May, 2025 1 commit
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Kirthi Shankar Sivamani authored
* rm unused swizzle extensions Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix swizzle Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Consistent namespaces and first refactor Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * format and lint Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * transformer_engine Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * revert accidental perm change Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 21 Apr, 2025 1 commit
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Sudhakar Singh authored
* rtx5090 arch fix support Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> * apprend `nvte` to the function name so that its visible in framework specific dirs Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> * fix typo Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> * add filter for nvte_is_supported_nontn_fp8_gemm Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> * properly expose the api 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 from PR 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 * move the function to apt header/c files 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 more info Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> --------- Signed-off-by:
Sudhakar Singh <sudhakars@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- 14 Apr, 2025 1 commit
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Xin Yao authored
* Enable MXFP8 and Per-Tensor Current Scaling for Grouped Linear Signed-off-by:
Xin Yao <xiny@nvidia.com> * enable float8blockwise Signed-off-by:
Xin Yao <xiny@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by:
Xin Yao <xiny@nvidia.com> * remove grouped linear parallel mode test Signed-off-by:
Xin Yao <xiny@nvidia.com> * update test Signed-off-by:
Xin Yao <xiny@nvidia.com> * resolve comments Signed-off-by:
Xin Yao <xiny@nvidia.com> * internal=False for now Signed-off-by:
Xin Yao <xiny@nvidia.com> * remove unused import Signed-off-by:
Xin Yao <xiny@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>
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- 10 Apr, 2025 1 commit
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kwyss-nvidia authored
* Add GEMM logic for blockwise quantized tensors. GEMM test cases included in pytorch integration. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update NVTE_BLOCK_SCALING for GEMM. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Gate feature on CUDA 12.9 Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Gemm typo. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Remove unecessary type converter change. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Reflect epilogue availability and test supported epilogues. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * GEMM simplifications from recipe branch. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Format py code. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update GEMM DGelu tests to match support depending on output dtype. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Force pow2Scales in GEMM Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Add GEMM test to pytorch test suite. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Add copyright to GEMM test. Signed-off-by:
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Keith Wyss <kwyss@nvidia.com> * Use sgemm like interfaces and naming. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Rewrite GEMM comment. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * MR Feedback. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Recipe setup for Linear modules. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Use 12.9 feature test. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Run against tensor dumps from internal library. Signed-off-by:
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Keith Wyss <kwyss@nvidia.com> * Update full recompute feature to save recipe. The recompute context uses the same recipe and fp8 settings as the original fwd pass. Signed-off-by:
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Keith Wyss <kwyss@nvidia.com> * Update force_power_of_2 scales in the recipe. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update usage method to satisfy upstream changes. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * fix subchannel recipe in distributed test with bf16 gather Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Edit and cleanup BF16 gather code. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update test import. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * support columnwise only mode to 1D quantize kernel Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Format and move enum Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Skip alloc. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * try async bf16 gather Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Format python code. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Document and type code. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update pytorch lint errors. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Dont set high precision dtype. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Add test for sanity and CG; fix CG for sequential? Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Keep make_quantizers API stable Update num_quantizers instead to pass cuda_graph tests. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Fix import name. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Rename recipe method. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Skip grouped linear sanity test. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Set usage before BF16 gather. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * refactor for nvte_quantize_v2 Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Format code. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Cleanup nvte_quantize_v2 Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Test fp32 scales. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Disable CUDA graph. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Simplify layernorm linear Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Cleanup layernorm linear. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * LayerNorm linear bwd gather logic. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Communication updates. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update transformer_engine/pytorch/ops/op.py Apply MR comment change. Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> Signed-off-by:
kwyss-nvidia <kwyss@nvidia.com> * Lint fix. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * MR feedback. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Enable cuda graph tests. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Reduce chance of spurious failure and reword. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Review suggestions from @timmoon10 Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Update CPP tests. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update common.h Signed-off-by:
Xin Yao <yaox12@outlook.com> * Update test_float8blockwisetensor.py Signed-off-by:
Xin Yao <yaox12@outlook.com> --------- Signed-off-by:
Keith Wyss <kwyss@nvidia.com> Signed-off-by:
zhongboz <zhongboz@nvidia.com> Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Signed-off-by:
kwyss-nvidia <kwyss@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Signed-off-by:
Xin Yao <yaox12@outlook.com> Co-authored-by:
zhongboz <zhongboz@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Co-authored-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:
Xin Yao <yaox12@outlook.com>
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- 07 Apr, 2025 1 commit
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Xin Yao authored
* fix cpp warning Signed-off-by:
Xin Yao <xiny@nvidia.com> * more fix Signed-off-by:
Xin Yao <xiny@nvidia.com> --------- Signed-off-by:
Xin Yao <xiny@nvidia.com>
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- 04 Apr, 2025 1 commit
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kwyss-nvidia authored
* Blockwise float8 quantizer and quantized tensor class. The classes are configurable for 128x128 blocksize and 1x128 blocksize via setting block_scaling_dim == 2,1 respectively. Scale tensors are stored in a format emenable for matrix multiplication, however the integration of matmul is deferred as a separate story. Fusions of quantization and DBIAS or activation functions are not yet implemented, and the dequantization is currently implemented in torch. Tests for quantization are included in C++ and pytorch layers, with exact comparison to reference quantizer behavior as well as an attempt to hit interesting branches through the API such as tensor creation in pytorch and CPP and dequantization of row and columnwise usage. Two CUDA kernels for quantization are included, and are direct ports of equivalents in the kitchen repository, where a subchannel recipe has been used for end to end training. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Apply linting changes. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Alignment for 1D scaling for GEMM edge case. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * MR feedback. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Change API name. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Fix merge conflict with name change. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Use common tensor map API. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Change API to use two scaling mode enums. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Fix typo. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update some call sites. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Tests for torch tensor API surface. Since the quantized tensor is a tensor subclass, these tests exercise torch hooks. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Reuse scale calculation between quantizer refs. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Save memory by dropping reference to saved tensors. Issues previously observed are solved. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Remove constexpr parameters from kernel. Code size is reduced with fewer constexpr params. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Merge conflict from rebase. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Add shape implementations for block scaling. nvte_shape was added upstream. Logic added for block scaled fp8. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Move benchmark to te_playground Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Remove amax_epsilon and pow_2_scales from tensor. Hardcodes the default values. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Lint changes. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Fixup MR changes that broke. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Safer ifdef in kernel. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Documentation prose. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Reuse compute_scale function from Current Scaling. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Bugfix on inf_value scale refactor. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Remove qopt calls from test. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update pytest list. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Add copyright to reference scale calc. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Use ptx.cuh functions instead of cde. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update shape logic with allocation and reuse shape. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Usage defaults MR feedback. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Copyright and header guard. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Updating torch dispatch code. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Fix exception type. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Use TypeInfo Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * MR feedback. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update CS scale update test to use updated ref impl Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Update JAX scaling mode enum Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Skip tests on Lovelace Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
Keith Wyss <kwyss@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 31 Mar, 2025 1 commit
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Tim Moon authored
* Handle case where FP8 current scaling quantizer gets default process group 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 warning Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Avoid canonicalizing TP group since it may not be initialized 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>
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- 15 Mar, 2025 1 commit
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Li Tao authored
* support tp-comm-overlap in Current Scaling recipe Signed-off-by:
Li Tao <lit@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * clean Signed-off-by:
Li Tao <lit@nvidia.com> * fix test recipe argument to generalize to MXFP8 Signed-off-by:
Li Tao <lit@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Reduce duplicated transpose in certain cases Signed-off-by:
Li Tao <lit@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Use per_tensor_scaling() to judge DS or CS Signed-off-by:
Li Tao <lit@nvidia.com> * minor fixes Signed-off-by:
Li Tao <lit@nvidia.com> * change comment description Signed-off-by:
Li Tao <lit@nvidia.com> * add multi-layer unit test for tp overlap Signed-off-by:
Li Tao <lit@nvidia.com> * support test case that run for several times Signed-off-by:
Li Tao <lit@nvidia.com> * avoid save ub tensor in prepare_for_saving Signed-off-by:
Li Tao <lit@nvidia.com> * fix Signed-off-by:
Li Tao <lit@nvidia.com> * switch to a simple fix Signed-off-by:
Li Tao <lit@nvidia.com> * formatting Signed-off-by:
Li Tao <lit@nvidia.com> * simply test cases; avoid additional clone() Signed-off-by:
Li Tao <lit@nvidia.com> * fall back to get_buffer in layernormmlp Signed-off-by:
Li Tao <lit@nvidia.com> * use 2 layers for fp8 tpoverlap multi-layer test for better tolerance, limit max gpus for test 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 --------- Signed-off-by:
Li Tao <lit@nvidia.com> Signed-off-by:
zhongboz <zhongboz@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
zhongboz <zhongboz@nvidia.com>
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- 08 Mar, 2025 1 commit
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Zhongbo Zhu authored
* check in per-tensor current scaling full recipe 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 Signed-off-by:
zhongboz <zhongboz@nvidia.com> setup basics of current scaling quantizer in python level 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 Signed-off-by:
zhongboz <zhongboz@nvidia.com> add test case for current scaling dequantize 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 Signed-off-by:
zhongboz <zhongboz@nvidia.com> finish linear layer fwd bwd test, determined error with bf16 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 Signed-off-by:
zhongboz <zhongboz@nvidia.com> achieved zero tolerance for Linear by specify gemm use_split_accumulator config Signed-off-by:
zhongboz <zhongboz@nvidia.com> enable layernormlinear with current scaling, pass bitwise test Signed-off-by:
zhongboz <zhongboz@nvidia.com> refactor test case code Signed-off-by:
zhongboz <zhongboz@nvidia.com> make current scaling quantizers distrbuted, pass distributed linear&layernormlinear tests Signed-off-by:
zhongboz <zhongboz@nvidia.com> bug fix: use cached fp8 recipe in backward Signed-off-by:
zhongboz <zhongboz@nvidia.com> fix layernorm_mlp with current scaling, fix activation_helper with current scaling Signed-off-by:
zhongboz <zhongboz@nvidia.com> support detailed numerical settings from recipe to quantization kernel Signed-off-by:
zhongboz <zhongboz@nvidia.com> resolving MR comments Signed-off-by:
zhongboz <zhongboz@nvidia.com> recipe naming 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 * resolve mr comments, remove IS_CURRENT_SCALING template from kernels 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 * resolve mr comments, make current scaling c++ test cases Signed-off-by:
zhongboz <zhongboz@nvidia.com> * add current scaling to test_numerics.py, skip act recomp and grouped linear 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 benchmark for quantizer 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 benchmarks for linear layer 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 * bug fix, typo Signed-off-by:
zhongboz <zhongboz@nvidia.com> * resolve more mr comments Signed-off-by:
zhongboz <zhongboz@nvidia.com> * avoid potential race condition by not using from_blob to construct amax tensor in C++ Signed-off-by:
zhongboz <zhongboz@nvidia.com> * resolve more comments Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Debug linter warnings and license check 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 import error in FP8 tensor test Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug compilation error with CUDA 12.1 for Turing 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 * resolve mr comments, fix activation cast fusion Signed-off-by:
zhongboz <zhongboz@nvidia.com> * resolve comments, add NVTEQuantizationParams for compute scale 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 * remove is_current_scaling check totally from common folder Signed-off-by:
zhongboz <zhongboz@nvidia.com> * remove benchmarks, will contribute in another repo Signed-off-by:
zhongboz <zhongboz@nvidia.com> * adjust cs default recipe config 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 * adjust comments in test Signed-off-by:
zhongboz <zhongboz@nvidia.com> * Remove current scaling mode from core lib Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Refactor current-scaling-specific logic in core C++ lib Move amax and scale update functions out of casting functions, and put into dedicated current-scaling source file. Add general API for accessing quantization config object. 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 * Add missing header in C++ tests Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Disable test config with FP8 transpose on Blackwell Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Fix compilation error in C++ test Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
zhongboz <zhongboz@nvidia.com> Signed-off-by:
Tim Moon <tmoon@nvidia.com> Co-authored-by:
zhongboz <zhongboz@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:
Tim Moon <tmoon@nvidia.com>
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- 07 Feb, 2025 1 commit
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Przemek Tredak authored
Signed-off-by:Przemek Tredak <ptredak@nvidia.com>
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