- 20 Aug, 2025 3 commits
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Tim Moon authored
Avoid garbage collection when capturing a CUDA Graph Signed-off-by:Tim Moon <tmoon@nvidia.com>
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Paweł Gadziński authored
* code drop Signed-off-by:
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Jan Bielak authored
* Add rmsnorm_bwd_add Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add BackwardAddRMSNorm fused operation Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Try to optimize register usage in kernels Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add separate BackwardAdd stage for the fused backward add Signed-off-by:
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Jan Bielak <jbielak@nvidia.com>
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- 18 Aug, 2025 1 commit
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Xin Yao authored
* check if the given recipe is supported in fp8_autocast Signed-off-by:
Xin Yao <xiny@nvidia.com> * resolve comments Signed-off-by:
Xin Yao <xiny@nvidia.com> * check only when enabled Signed-off-by:
Xin Yao <xiny@nvidia.com> --------- Signed-off-by:
Xin Yao <xiny@nvidia.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 16 Aug, 2025 1 commit
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jomitchellnv authored
fix: fixes multi head attention for context parallel: rotary embedding to use padded cu_seq_lens (#2077) fix: fixes mha to use padded cu_seq_lens during cp Signed-off-by:Jonathan Mitchell <jomitchell@nvidia.com>
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- 15 Aug, 2025 1 commit
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Jan Bielak authored
* Add `nvte_cublas_gemm_scaled` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Support use of `alpha` and `beta` in `tex.generic_gemm` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Support use of `alpha` and `beta` in `general_gemm` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Support use of `alpha` and `beta` in `BasicLinear._functional_forward` and `BasicLinear._functional_backward` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add `ForwardLinearScaleAdd` fusion Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add `BackwardLinearScale` fusion Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Apply suggestions from code review Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Remove calls to `validate_gemm_scale` from `BasicLinear` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
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- 14 Aug, 2025 5 commits
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Kirthi Shankar Sivamani authored
Add launch bounds to swizzle kernel, use empty scale inv Signed-off-by:Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Tim Moon authored
* Unfused impl for dbias-quantize Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Unfused impl for dact-dbias-quantize Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Disable fused bgrad-quantize for unsupported recipes Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Remove unfused dbias-quantize impls Not supported in the core lib. Signed-off-by:
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Tim Moon authored
Avoid registering FP8 recipe update in ops without backward pass Signed-off-by:
Tim Moon <tmoon@nvidia.com> Signed-off-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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Tim Moon authored
* Register weight/bias params in linear op Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Tweak docs Signed-off-by:
Tim Moon <tmoon@nvidia.com> * Make sure linear op checkpoint is backward-compatible Signed-off-by:
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Tim Moon <tmoon@nvidia.com> * Check for invalid case before setting bias Signed-off-by:
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Kshiteej K authored
* fix: update grad_output quant to avoid redundant work Signed-off-by:
kshitij12345 <kshitijkalambarkar@gmail.com> * add test Signed-off-by:
kshitij12345 <kshitijkalambarkar@gmail.com> * don't keep only columnwise quant if requires_dgrad=False Signed-off-by:
kshitij12345 <kshitijkalambarkar@gmail.com> * fix stray merge Signed-off-by:
kshitij12345 <kshitijkalambarkar@gmail.com> * fix for ctx.use_bias is True case Signed-off-by:
kshitij12345 <kshitijkalambarkar@gmail.com> * Skip if FP8 not available Signed-off-by:
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Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 13 Aug, 2025 2 commits
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Kate Cheng authored
* Remove if-else and torch.tensor to meet cudagraph requirement Signed-off-by:
Kate Cheng <yunhsuanc@nvidia.com> * Add is_cg_capturable flag to guard the if-else statement Signed-off-by:
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Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Paweł Gadziński authored
* code drop Signed-off-by:
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- 12 Aug, 2025 2 commits
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Tim Moon authored
Fix bug when deducing dtype in linear functional API Signed-off-by:Tim Moon <tmoon@nvidia.com>
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Tim Moon authored
* Update amax pointers when reallocating amax history in fusible ops Signed-off-by:
Tim Moon <tmoon@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Update weight tensor quantizer when recipe state is reset Signed-off-by:
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- 11 Aug, 2025 1 commit
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Kirthi Shankar Sivamani authored
* Fix high-precision dtype for MXFP8 AG Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Comment Signed-off-by:
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Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 09 Aug, 2025 1 commit
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Daniel Stokes authored
* fix: Add stream synchronization before destroying MPI communicator (#1979) Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * feat: Implement column-wise userbuffer overlap for comm+GEMM operations Add support for overlapping column-wise allgather communication with GEMM operations to improve training performance: * **Core infrastructure changes:** - Update bulk_overlap_columnwise_ag() to accept explicit stream parameter - Modify userbuffers send/recv loops to use rank-ordered iteration - Add userbuffers_send_all/recv_all function declarations * **Python integration:** - Add bulk_overlap_ag_with_external_gemm() C++ extension function - Expose new overlap function via pybind11 bindings - Update overlap method configurations to include more ring_exchange ops * **LayerNorm MLP optimization:** - Enable column-wise quantization for FC2 gradient output - Implement overlap of allgather communication with FC2 DGRAD GEMM - Use fill_userbuffers_buffer_for_all_gather for efficient buffering This optimization allows overlapping communication and computation phases more effectively, reducing training wall-clock time by hiding allgather latency behind GEMM execution. Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * fix: Working userbuffer overlapping API Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * fix: Fix overwriting bulk overlap UB object for layernormLinear Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * fix: Update external overlap to use tp size instead of nvsize to determine number of copies Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * fix: Fix linter error Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * fix: Explanatory comments of overlap logic Signed-off-by:
djns99 <40156487+djns99@users.noreply.github.com> * fix: Fix the UB fused ops tests Signed-off-by:
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Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 08 Aug, 2025 1 commit
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Paweł Gadziński authored
* turn on userbuffers for layers without debug Signed-off-by:
Pawel Gadzinski <pgadzinski@nvidia.com> * code drop Signed-off-by:
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- 07 Aug, 2025 1 commit
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ldl authored
[PyTorch] Fix numeric overflow caused by int-type parameters and return value in the roundup function (#2034) Signed-off-by:
lvdunlin <lvdunlin@xiaomi.com> Co-authored-by:
lvdunlin <lvdunlin@xiaomi.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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- 06 Aug, 2025 3 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:
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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:
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xiaoxi-wangfj authored
Signed-off-by:xiaoxi-wangfj <690912414@qq.com>
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- 04 Aug, 2025 2 commits
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buptzyb authored
* fix graph static grad input reuse Signed-off-by:
Robin Zhang <robinz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * update Signed-off-by:
Robin Zhang <robinz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Robin Zhang <robinz@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>
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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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- 01 Aug, 2025 1 commit
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Hongbin Liu authored
* disable wgrad accumulation and reduce in backward() And manually launch it in backward_dw() Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> * format Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> * refactor Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> * refactor Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> * set skip_backward_post_hook to True only if delay_wgrad_compute is True Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> * format Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> --------- Signed-off-by:
Hongbin Liu <hongbinl@nvidia.com> Co-authored-by:
Hongbin Liu <hongbinl@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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- 31 Jul, 2025 1 commit
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Jan Bielak authored
* Compute amax in normalization kernels as long as the pointer is provided, even if using non quantized output Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Fuse amax computation into normalization forward Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Use TE lahyernorm kernel instead of raising error about unsupported cuDNN feature Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
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- 30 Jul, 2025 2 commits
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Jan Bielak authored
Refactor normalization.cpp to use quantizer logic introduced in #1952 instead of manual quantization Signed-off-by:Jan Bielak <jbielak@nvidia.com>
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Tim Moon authored
Fix merge conflict bug with clearing op outputs Signed-off-by:Tim Moon <tmoon@nvidia.com>
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- 29 Jul, 2025 4 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:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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Jan Bielak authored
Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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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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Przemyslaw Tredak authored
Signed-off-by:Przemek Tredak <ptredak@nvidia.com>
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- 25 Jul, 2025 5 commits
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Tim Moon authored
* Add ops for dropout and constant scale 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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Selvaraj Anandaraj authored
* Fixed double buffering issue for assymetric layers Signed-off-by:
Selvaraj Anandaraj <selvaraja@login-ptyche01.ptyche.clusters.nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Selvaraj Anandaraj <selvaraja@login-ptyche01.ptyche.clusters.nvidia.com> Co-authored-by:
Selvaraj Anandaraj <selvaraja@login-ptyche01.ptyche.clusters.nvidia.com> Co-authored-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Kirthi Shankar Sivamani authored
* Remove deprecated device arg Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> * Remove test Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com> --------- Signed-off-by:
Kirthi Shankar Sivamani <ksivamani@nvidia.com>
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Evgeny Tsykunov authored
* Support RMSNorm for QK Signed-off-by:
Evgeny <etsykunov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * rms -> RMSNorm, l2 -> L2Normalization (align with current pattern) Signed-off-by:
Evgeny <etsykunov@nvidia.com> * Support LayerNorm + init refactor Signed-off-by:
Evgeny <etsykunov@nvidia.com> * Before/after RoPE Signed-off-by:
Evgeny <etsykunov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Fix pylint Signed-off-by:
Evgeny <etsykunov@nvidia.com> --------- Signed-off-by:
Evgeny <etsykunov@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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buptzyb authored
* optimize static grad outputs Signed-off-by:
Robin Zhang <robinz@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Robin Zhang <robinz@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>
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- 24 Jul, 2025 3 commits
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Kshitij Lakhani authored
Fix cudnn versioning in support in PyTorch DPA and Fused attn Signed-off-by:Kshitij Janardan Lakhani <klakhani@nvidia.com>
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Jan Bielak authored
* Mark output tensors as not deletable in backward Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Add `in_place` kwarg to `MakeExtraOutput` Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * Rename `AddInPlace` to `AddExtraInput` and add an `in_place` kwarg Signed-off-by:
Jan Bielak <jbielak@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Jan Bielak <jbielak@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com> Co-authored-by:
Tim Moon <4406448+timmoon10@users.noreply.github.com>
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Evgeny Tsykunov authored
* Increase intermediate precision and reuse tensors from fwd Signed-off-by:
Evgeny <etsykunov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * JIT warmup only when required Signed-off-by:
Evgeny <etsykunov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci * Recompute only rsqrt_norm Signed-off-by:
Evgeny <etsykunov@nvidia.com> * [pre-commit.ci] auto fixes from pre-commit.com hooks for more information, see https://pre-commit.ci --------- Signed-off-by:
Evgeny <etsykunov@nvidia.com> Co-authored-by:
pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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