- 13 Nov, 2025 1 commit
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jberchtold-nvidia authored
* Support for checkpointing quantizations Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Add jaxpr test for quant checkpoint name Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Revert "Support for checkpointing quantizations" This reverts commit f7b784940369d0da2a77c57fa6ea744e883c5832. Signed-off-by:
JAX Toolbox <jax@nvidia.com> * Checkpoint quantizations Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * lint Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * revert other files Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * move checkpointing to VJPs Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * fix ci failure Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Signed-off-by:
JAX Toolbox <jax@nvidia.com> Co-authored-by:
JAX Toolbox <jax@nvidia.com>
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- 10 Nov, 2025 1 commit
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Teddy Do authored
* Changing default activations in MLP, TransformerLayer, dropout rate after FC1 to 0, and return_layernorm_output to False Signed-off-by:
tdophung <tdophung@nvidia.com> * Fixing the failing tests by hard coding arguments to the previous values instead of relying on newer default values Signed-off-by:
tdophung <tdophung@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
tdophung <tdophung@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- 07 Nov, 2025 1 commit
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jberchtold-nvidia authored
* Add test to check jaxpr that amax is reused for nvfp4 recipe Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Move test to test_helper.py and rename file Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- 03 Nov, 2025 1 commit
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Phuong Nguyen authored
* L1 rework Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * comment out test_multi_process_grouped_gemm for now Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * rm e5m2 from test norm + MXFP8 Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 30 Oct, 2025 1 commit
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Kshitij Lakhani authored
* Fix: Skip determinism tests for bprop for all sm >=100 Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Add username to TODO Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Assert in fused attn bwd pass for sm100+ Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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- 23 Oct, 2025 1 commit
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jberchtold-nvidia authored
* Make SR rng state always 2D (num_devices, 4) Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * fix pure-jax impl Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * fix test shape Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com>
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- 22 Oct, 2025 1 commit
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jberchtold-nvidia authored
* [JAX] Support recipe flags for disabling SR, RHT, and 2D quantization Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * lint Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Fix issue with SR state being erased due to pytree handling of NVFP4Quantizer Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Add test for SR state preservation across VJP boundaries Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Fix sharding of SR rng state Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * lint Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * update tolerances slightly now that SR is enabled Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * lint Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Use hashlib for deterministic hashes across runs for SR Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * rename uses_rht on scaled tensors to has_applied_rht Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * add assert Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Move decision of whether to use RHT into helper.py and add dedicated RHT tests Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * lint Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * fix use_rht attr usage Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * fix pure-jax rht usage criteria Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Adjust tolerances after rebase Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com>
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- 17 Oct, 2025 1 commit
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Kshitij Lakhani authored
* Fix imports in test for deprecated jax.experimental.pjit Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix: Pass NamedSharding instead of PartitionSpec to compare_ops() so that when the in and out sharding is used to create a jitted function, it has the mesh info Signed-off-by:
Kshitij Janardan Lakhani <klakhani@login-eos01.eos.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> Signed-off-by:
Kshitij Janardan Lakhani <klakhani@login-eos01.eos.clusters.nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Kshitij Janardan Lakhani <klakhani@login-eos01.eos.clusters.nvidia.com>
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- 14 Oct, 2025 2 commits
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Kirthi Shankar Sivamani authored
* Initial API change Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Change all imports and api Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * format Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fixes Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fix typo Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fix recipe tets Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fix more tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fix docs, tests, and make Jax change as well Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Change internal uses of fp8_autocast Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Address nits Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * rename file Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * CG function, and small test fixes Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Change instances of make_graphed_callables internally Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix distributed tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Review Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Review Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Fix test and add more docs Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Cleanup test imports and minimize internal file imports Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Make is_bf16_available public Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fixes Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * fix tests Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Better docs and better api Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * format Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Apply suggestions from code review Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com> * fix nvfp4 test Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@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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Kshitij Lakhani authored
* Add BRCM support when creating a test mask for fused attn Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Add support for BRCM to correctly generate the mask needed for calculating the seqlens and offsets for THD Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Skip drop=0 and no_bias case for BRCM as cuDNN does not suport this Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Skip BRCM test cases where max_seqlen_q > max_seqlen_kv Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Refactor the segment id run length code for BRCM seqoffset and seqlens calculations Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Fix the drop inequality skip condition in fused attn Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * nit: Adjust the BRCM id name in the test to make it consistent Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Fix the brcm mask condition. Fix the condition for cross atnn type pattern to only apply for brcm Change the num segments per sequence to 3 instead of 2 Reduce one test pattern data size and make it such that it triggers brcm Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix lint errors Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Fix incorrectly changed dtype to numpy bool_ rather than native python bool Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Restore the numsegments to earlier value Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Add example for THD BRCM Signed-off-by:
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>
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- 09 Oct, 2025 1 commit
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jberchtold-nvidia authored
Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 08 Oct, 2025 1 commit
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Hua Huang authored
* Try async copy of grouped GEMM group_sizes data Signed-off-by:
Hua Huang <huah@nvidia.com> --------- Signed-off-by:
Hua Huang <huah@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 06 Oct, 2025 1 commit
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Phuong Nguyen authored
* not fuse bias for output all reduction case + unit tests Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * norm to reduce dgamma along tpsp as well Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * clean up tests Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * fix test_distributed_layernorm byte counts Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * increase tols for jax_gemm Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 03 Oct, 2025 1 commit
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vthumbe1503 authored
Signed-off-by:Varun Thumbe <vthumbe@nvidia.com> *Jax integration for clamped swiglu. This is the continuation of PR which added Clamped Swiglu(used in GPT OSS) support in TE along with Pytorch integration. This PR hooks up the clamped swiglu and dswiglu's nvte APIs to TE Jax.
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- 29 Sep, 2025 1 commit
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jberchtold-nvidia authored
Address tolerance check for current scaling dact Signed-off-by:Jeremy Berchtold <jberchtold@nvidia.com>
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- 23 Sep, 2025 1 commit
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Ming-Xu Huang authored
* Adding Amax Primitive and related args. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Enable local-amax for current-scaling and optionally run AR aross FSDP/TP/SP. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adding doc for Amax Primitive. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fix the function name conflict. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Modification as feedback suggested. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fix errors from lint. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fix the wrong amax-scope in the bwd. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Added more description for amax-scope Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fix the wrong attribute name. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Keep dim for AmaxCalcuation. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Remove keepDim and add shardy_rule Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fix shardy_rule Signed-off-by:
Ming Huang <mingh@nvidia.com> * Remove extra-collective bytes from ref_coll_count due to local amax. Signed-off-by:
Ming Huang <mingh@nvidia.com> --------- Signed-off-by:
Ming Huang <mingh@nvidia.com> Signed-off-by:
Ming-Xu Huang <mingh@nvidia.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 15 Sep, 2025 1 commit
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Ming-Xu Huang authored
* Applying the original precision as Norm outputs' and activation compuations. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Adding knob to control norm output precision. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Removing the knob and applying lower-precision norm with current-scaling only. Signed-off-by:
Ming Huang <mingh@nvidia.com> * Fix the error when quantizer==None Signed-off-by:
Ming Huang <mingh@nvidia.com> --------- Signed-off-by:
Ming Huang <mingh@nvidia.com>
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- 08 Sep, 2025 1 commit
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Ming-Xu Huang authored
* Fixing few issues with multi-process launching. Signed-off-by:
Ming Huang <mingh@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Ming Huang <mingh@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 05 Sep, 2025 1 commit
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jberchtold-nvidia authored
* Custom call tests passing Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Fix test_layer.py Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Lint Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Fix comments Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Support using amax on HighPrecision tensor if it exists instead of recomputing for current scaling Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Fix shardy issue with amax being shape 1,1,1 instead of shape (1,) Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Add higher-precision VJP tests to test_distributed_layernorm_mlp Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Cast non-quantized kernels to input dtype in VJPs Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Rename HighPrecisionTensor to NoScaleTensor Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Use NoScaleTensor in pure JAX impls where it was missing Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Fix tests Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com>
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- 03 Sep, 2025 1 commit
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Kshitij Lakhani authored
* Fix failing tests for dropout=0.1 and bias for fused attn for blackwell Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix the skip message Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Assert in fused attn bwd pass for sm100 Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> Add check for sm100 Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add support to get all devs in the process for jax Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Code clean up Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Make get_all_device_compute_capability more pythonic, thereby avoiding unnecessary type conversion Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * Represent attn bias using enum instead of string Signed-off-by:
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>
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- 27 Aug, 2025 2 commits
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jberchtold-nvidia authored
* 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:
Jeremy Berchtold <jberchtold@nvidia.com> * Merge branch 'main' into dev/jberchtold/jax-scaling-mode-and-recipe-decoupling Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Rename UsageType to TensorSource Signed-off-by:
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>
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Ming-Xu Huang authored
* 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>
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- 26 Aug, 2025 1 commit
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Phuong Nguyen authored
* clean up sharding Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * added tpsp_resource Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * update tests Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * rework test for MeshResource Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * add mesh_resource into fp8_autocast in test_helper.py Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 25 Aug, 2025 1 commit
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Kshitij Lakhani authored
Add Transformer Layer tests for pre_scale_bias and post_scale_bias Signed-off-by:Kshitij Lakhani <klakhani@nvidia.com>
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- 20 Aug, 2025 1 commit
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jberchtold-nvidia authored
[JAX] Error checking for mesh resource and update GemmPrimitive to use global_mesh_resource().fsdp_resource (#2088) * Enforce global MeshResource is set Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Use global_mesh_resource().fsdp_resource in gemm primitive Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Update tests Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Update gemm.py Signed-off-by:
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>
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- 15 Aug, 2025 1 commit
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Kshitij Lakhani authored
* Move some dist fused attn tests to L2 1. TestReorderCausalLoadBalancing: Run two (non symmetric) BSHD/SBHD data shape combination 2. TestDistributedSelfAttn: Run only one (smaller) BSHD type data shape combination 3. TestDistributedCrossAttn: Run only one (smaller) BSHD type data shape combination 4. TestDistributedContextParallelSelfAttn: Run all cp1 combinations Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Use pytest_parametrize_wrapper for splitting fused attn distributed JAX tests as L1 and L2 Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * Undo pytest -k split commands in qa scripts Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix usage of pytest_parametrize_wrapper in test_distributed_fused_attn Signed-off-by:
Kshitij Janardan Lakhani <klakhani@login-preos01.a51.clusters.nvidia.com> * Remove test code for L2 dist residing in L2 test.sh Signed-off-by:
Kshitij Janardan Lakhani <klakhani@login-preos01.a51.clusters.nvidia.com> * Add comments for code. Swap the test data shapes in REORDER_CAUSAL_LOAD_BALANCING_DATA_SHAPES Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Add L0 to the data shape dictionaries in the distributed test Signed-off-by:
Kshitij Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Code clean up Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Kshitij Janardan Lakhani <klakhani@nvidia.com> Signed-off-by:
Kshitij Janardan Lakhani <klakhani@login-preos01.a51.clusters.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> Co-authored-by:
Kshitij Janardan Lakhani <klakhani@login-preos01.a51.clusters.nvidia.com>
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- 13 Aug, 2025 1 commit
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jberchtold-nvidia authored
* Add L2_jax_distributed_unittest Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Add L1 entry for NORM_INPUT_SHAPES that was missing Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com>
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- 08 Aug, 2025 1 commit
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Phuong Nguyen authored
* rm cudaGraph compatible trait from GroupedGEMM and groupedQuantize Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * add grouped_gemm jitting in the unit test Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 07 Aug, 2025 1 commit
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Phuong Nguyen authored
* rm batch_dim, sequence_dim, sequence_parallel_output Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * rm lhs_quantized_colwise and rhs_quantized_colwise Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * rm unnecessary transpose_batch_sequence arg from some modules Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 06 Aug, 2025 1 commit
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jberchtold-nvidia authored
* Pytest timings Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Reduce softmax test shape sizes Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> * Switch softmax tests to use shardy by default Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com> --------- Signed-off-by:
Jeremy Berchtold <jberchtold@nvidia.com>
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- 24 Jul, 2025 1 commit
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Phuong Nguyen authored
* add manage_primitives() helper * disable GEMM primitives for non-MXFP8 recipes * implement the NVTE_JAX_CUSTOM_CALLS + deprecate NVTE_JAX_CUSTOM_CALLS_RE * replace NVTE_JAX_CUSTOM_CALLS_RE with NVTE_JAX_CUSTOM_CALLS in TE tests and examples * fix use_jax_gemm contextmanager Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 23 Jul, 2025 1 commit
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jberchtold-nvidia authored
Fix current scaling test_helper.py and enable test_helper.py in L0 Signed-off-by:Jeremy Berchtold <jberchtold@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:
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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:
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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:
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- 21 Jul, 2025 1 commit
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Charlene Yang authored
* exclude 9.10.0/.1 for certain configs Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * fix kv_channels Signed-off-by:
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Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * add init files Signed-off-by:
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Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * fix get backend calls Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * Revert "fix get backend calls" This reverts commit 653cbb51c697bc2f975416bb3aac1d85f76c36dc. Signed-off-by:
Charlene Yang <8636796+cyanguwa@users.noreply.github.com> * Revert "fix docs and benchmarks" This reverts commit 98cd52e04ff7c53e26b412195f5744e39f7ed0e9. Signed-off-by:
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- 19 Jul, 2025 1 commit
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jberchtold-nvidia authored
Update tolerance of distributed layernorm MLP for FP8 Signed-off-by:Jeremy Berchtold <jberchtold@nvidia.com>
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- 18 Jul, 2025 1 commit
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Phuong Nguyen authored
* set precision=HIGHEST for the ref_grouped_gemm impl in the unit test Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 17 Jul, 2025 1 commit
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Phuong Nguyen authored
* remove unnecessary padding Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> * adapt the test_distributed_layernorm byte count Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com> --------- Signed-off-by:
Phuong Nguyen <phuonguyen@nvidia.com>
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- 15 Jul, 2025 1 commit
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Emmanuel Ferdman authored
* [JAX] Resolve test conflict in JAX helper tests Signed-off-by:
Emmanuel Ferdman <emmanuelferdman@gmail.com> * [JAX] Resolve test conflict in JAX helper tests Signed-off-by:
Emmanuel Ferdman <emmanuelferdman@gmail.com> --------- Signed-off-by:
Emmanuel Ferdman <emmanuelferdman@gmail.com> Co-authored-by:
jberchtold-nvidia <158520091+jberchtold-nvidia@users.noreply.github.com>
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- 14 Jul, 2025 1 commit
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Alp Dener authored
* added XLA FFI custom op for TE/common nvte_cublas_gemm Signed-off-by:
Alp Dener <adener@nvidia.com> started GemmPrimitive, abstract done Signed-off-by:
Alp Dener <adener@nvidia.com> gemm custom op working with BF16, needs testing for FP8/MXFP8 Signed-off-by:
Alp Dener <adener@nvidia.com> converted TE GEMM API to use ScaledTensor and added os ENV flag to use TE GEMM under general gemm() call Signed-off-by:
Alp Dener <adener@nvidia.com> BF16 tests passing, FP8 tests should be passing but contracting_dims has a scoping issue Signed-off-by:
Alp Dener <adener@nvidia.com> fp8 tests passing for E4M3, getting CUBLAS_STATUS_NOT_SUPPORTED for E5M2 Signed-off-by:
Alp Dener <adener@nvidia.com> updated GEMM API to use separate LHS and RHS quantizers instead of a QuantizerSet Signed-off-by:
Alp Dener <adener@nvidia.com> new GemmPrimitive passing all Dense tests Signed-off-by:
Alp Dener <adener@nvidia.com> import cleanup and reverted code chunk movement Signed-off-by:
Alp Dener <adener@nvidia.com> removed unused .transpose() implementations from ScaledTensors Signed-off-by:
Alp Dener <adener@nvidia.com> all custom call tests passing on Hopper, GEMM-related tests cover both GemmPrimitive and native JAX impl Signed-off-by:
Alp Dener <adener@nvidia.com> removed direct calls to GemmPrimitive.enabled() from outside of cpp_extensions Signed-off-by:
Alp Dener <adener@nvidia.com> removed unused changes to ScaledTensor classes and debug prints Signed-off-by:
Alp Dener <adener@nvidia.com> * minor unit test cleanup Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * FP8 tests passing on Blackwell but MXFP8 outputs NaN Signed-off-by:
Alp Dener <adener@nvidia.com> * reverted dense and fuseddense changes, FP8 test passing on Hopper and Blackwell, MXFP8 has issues with E5M2 Signed-off-by:
Alp Dener <adener@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * MXFP8 issue traced to scale factor padding with NaNs instead of zeros Signed-off-by:
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Alp Dener <adener@nvidia.com> all unit tests passing on H100x8 node Signed-off-by:
Alp Dener <adener@nvidia.com> [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci linting fixes Signed-off-by:
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Alp Dener <adener@nvidia.com> --------- Signed-off-by:
Alp Dener <adener@nvidia.com> Signed-off-by:
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- 11 Jul, 2025 1 commit
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jberchtold-nvidia authored
Update test tolerance for L40 Signed-off-by:Jeremy Berchtold <jberchtold@nvidia.com>
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