- 25 Aug, 2025 1 commit
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wenjh authored
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- 04 Aug, 2025 1 commit
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Tim Moon authored
* Add basic kernel for swapping first two tensor dims Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add NVRTC kernel for swapping first dims Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Add PyTorch extension for swap first dims kernel Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Tweak variable names Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Tune kernel 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 writes are contiguous 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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- 24 Jul, 2025 1 commit
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Oleg Goncharov authored
* Fixed integer overflow when computing offsets Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 22 Jul, 2025 1 commit
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Oleg Goncharov authored
* Fixed conflicts 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 * Minor code refactoring to avoid unnecessary checks 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 typo Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Fixed dBias accumulation error due to initialization. Minor code refactoring Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Test case to reproduce the init 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 * Fixed rowwise dbias 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 * Changed ptx API 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 a struct for two packed FP8 values Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Rolled back to scalar code for columnwise scaling due to its better performance Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Minor corrections 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 * Rebased on main Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fixes per code review 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 constexpr in C++ test suite to build faster Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Computed activations are now numerically truncated to InputType before scaling. Improved test suite. 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 * Minor refactoring Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Minor refactoring Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Modified mismatches checks of MXFP8 to address FP8 numerics Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Implemented Jeremy's fixes to JAX test suite with an intermediate downcast 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 * Reduced the dims of the test tensors to improve CI runtime Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * Fixed memory alignment issue. Compute dbias without downcast. 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 misaligned memory issue also in gated kernels. Reduced size of MXFP8 gated tests Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Oleg Goncharov <ogoncharov@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- 18 Jul, 2025 1 commit
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Phuong Nguyen authored
* enable cudnn norm tests Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * exclude tests on pre-Hopper Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 02 Jul, 2025 1 commit
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wenjh authored
Signed-off-by:wenjh <wenjh@sugon.com>
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- 01 Jul, 2025 1 commit
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wenjh authored
Add env to chose blocklen of blockwise quantize. Signed-off-by:
wenjh <wenjh@sugon.com> Fix pytest of blockwise error Signed-off-by:
wenjh <wenjh@sugon.com> Resolve new api in int8 gemm test Signed-off-by:
wenjh <wenjh@sugon.com> Fix incorrect launch parm Signed-off-by:
wenjh <wenjh@sugon.com> Fix 1D blockwise(64) acc error Signed-off-by:
wenjh <wenjh@sugon.com>
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- 26 Jun, 2025 1 commit
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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:
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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- 25 Jun, 2025 1 commit
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jberchtold-nvidia authored
* Fix cppunittest test.sh for editable installs Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Update tests/cpp/CMakeLists.txt Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fixes Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 18 Jun, 2025 1 commit
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wenjh authored
Signed-off-by:wenjh <wenjh@sugon.com>
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- 16 Jun, 2025 1 commit
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Tim Moon authored
Signed-off-by:Tim Moon <tmoon@nvidia.com>
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- 13 Jun, 2025 1 commit
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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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- 09 Jun, 2025 2 commits
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wenjh authored
Signed-off-by:wenjh <wenjh@sugon.com>
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wenjh authored
Signed-off-by:wenjh <wenjh@sugon.com>
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- 06 Jun, 2025 1 commit
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wenjh authored
quantize_transpose_vector_blockwise function use lds exceeding 64kb when input type is fp32. But max size of lds in dcu is 64kb, thus we use lds as bfp16 for workaround. Signed-off-by:wenjh <wenjh@sugon.com>
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- 26 May, 2025 2 commits
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wenjh authored
Signed-off-by:wenjh <wenjh@sugon.com>
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wenjh authored
Use ocp fp8. Workaround: test_cast_float8blockwise.cu link wrong std::max Signed-off-by:wenjh <wenjh@sugon.com>
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- 23 May, 2025 1 commit
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Przemyslaw Tredak authored
* Modify the test cases Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> * Make the tests reproducible on different machines Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> * Fixed the cache of the gamma_in_weight_dtype setting Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> * Reinstate the tests 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 * More verbose code and comments Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> --------- Signed-off-by:
Przemek Tredak <ptredak@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- 13 May, 2025 1 commit
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yuguo authored
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- 05 May, 2025 1 commit
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Kirthi Shankar Sivamani authored
* Move multi tensors kernels from PyTorch extensions to core Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Add int16 type to core (for storing fp32 param remainders) Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix core build Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * same fix to scale Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix perf, memory, vars Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Re-add device guard for multi-device Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix junk output dtype for non-per tensor Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fixes for test and upgrade mcore version Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix core tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 29 Apr, 2025 1 commit
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kwyss-nvidia authored
* Reapply "Allow NVTEShape to own data." (#1703) This reverts commit 91405eb4 . Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update code so that data is replaced by an array. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Specify unambiguous Tensor constructor in tests. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Fix assumption in test of 2D shape. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Remove row and col Signed-off-by:
Keith Wyss <kwyss@nvidia.com> --------- Signed-off-by:
Keith Wyss <kwyss@nvidia.com>
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- 27 Apr, 2025 1 commit
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wenjh authored
Signed-off-by:wenjh <wenjh@sugon.com>
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- 24 Apr, 2025 1 commit
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jberchtold-nvidia authored
Introduce nvte_memset to provide a fill kernel that is faster than cudaMemsetAsync for small sizes (#1716) * nvte_memset fills single float value Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Support larger sizes than a single value and add tests Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com>
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- 19 Apr, 2025 1 commit
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Tim Moon authored
Revert "Allow NVTEShape to own data. (#1674)" This reverts commit e61ce77c . Signed-off-by:
Tim Moon <tmoon@nvidia.com>
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- 17 Apr, 2025 2 commits
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kwyss-nvidia authored
* Allow NVTEShape to own data. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Convert repeated copy paths to nvte_make_shape calls. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Apply suggestions from code review Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> * Build fixes. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * MR feedback. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> --------- Signed-off-by:
Keith Wyss <kwyss@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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jberchtold-nvidia authored
* Add a flag to support computing zero-centered gamma in weight dtype or compute dtype for CuDNN Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Address comments Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.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:
Keith Wyss <kwyss@nvidia.com> * Update import for GEMM test. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Add license. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update test gemm supported predicate. Signed-off-by:
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:
Keith Wyss <kwyss@nvidia.com> * Update FIXME to TODO with linked issue. Signed-off-by:
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:
Keith Wyss <kwyss@nvidia.com> * MR Feedback. Avoid reusing quantizer objects. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update logic in module. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Format py. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update for PP bug. Signed-off-by:
Keith Wyss <kwyss@nvidia.com> * Update test numerics. Signed-off-by:
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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- 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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- 01 Apr, 2025 1 commit
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yuguo authored
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- 31 Mar, 2025 1 commit
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yuguo authored
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- 20 Mar, 2025 2 commits
- 19 Mar, 2025 1 commit
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Evgeny Tsykunov authored
Parallelize CPU reference implementation in tests Signed-off-by:
Evgeny Tsykunov <etsykunov@etsykunov-mlt.client.nvidia.com> Co-authored-by:
Evgeny Tsykunov <etsykunov@etsykunov-mlt.client.nvidia.com> Co-authored-by:
Oleg Goncharov <64355998+Oleg-Goncharov@users.noreply.github.com>
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- 13 Mar, 2025 2 commits
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Tim Moon authored
* Delete row-wise data in single-GPU linear forward Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug Python->C++ parsing of transpose-only Float8Tensors Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug tensor shape calculation without row-wise data Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Debug correctness issues with only column-wise data Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Only cache column-wise input in LayerNormLinear Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Support MXFP8 all-gather with only column-wise data 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 moe cases, lint, rm unused ctx Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix CPU activation offloading and use consistent logic for save/restore Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix typo Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * RM stray file Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix distributed and cpp tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix norm cpp tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Rm stray file Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * RM stray file Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix MXFP8 AG Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix FP8 with sequence parallelism Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix UB bulk dgrad Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Tim Moon <tmoon@nvidia.com> Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Tim Moon authored
* Explicitly use python3 and pip3 Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Run pre-commit as Python module Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Replace some missed references to "python" or "pip" Signed-off-by:
Tim Moon <tmoon@nvidia.com> --------- Signed-off-by:
Tim Moon <tmoon@nvidia.com> Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.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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- 02 Jan, 2025 1 commit
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Kirthi Shankar Sivamani authored
Signed-off-by:Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 06 Dec, 2024 1 commit
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Phuong Nguyen authored
* cuDNN normalization integration * TE Norm refactor * TE Norm APIs changes. --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 22 Nov, 2024 1 commit
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Tim Moon authored
* Add helper function to convert C++ container to string 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 --------- 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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