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115 Commits

Author SHA1 Message Date
Nikhil Gupta
359d293006
[fix]: add Arm 4bit fused moe support (#23809) 
Signed-off-by: Nikhil Gupta <nikhil.gupta2@arm.com>
 2025-09-24 01:32:22 +00:00
Kyle Sayers
a0b26701c9
[Transform] Deterministic Hadacore Transforms (#24106) 
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
 2025-09-15 12:59:31 -06:00
Elvir Crnčević
98229db244
[Kernels][DP/EP] Optimize Silu Kernel for R1 (#24054) 
Signed-off-by: elvircrn <elvircrn@gmail.com>
 2025-09-13 00:17:27 -07:00
Woosuk Kwon
5febdc8750
[Chore] Remove unused batched RoPE op & kernel (#24789) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-09-13 00:08:20 -07:00
TaehyunKim
9bd831f501
[Model] New model support for Motif-1-Tiny (#23414) 
Signed-off-by: ca1207 <ca1207zzz@gmail.com>
Signed-off-by: TaehyunKim <73943231+ca1207@users.noreply.github.com>
Co-authored-by: WyldeCat <skan1543@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-10 23:29:40 -07:00
elvischenv
adc3ddb430
[Bugfix][Misc] Fix silu_and_mul_nvfp4_quant issue and extract common utils for nvfp4 kernel source files (#23727) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-04 14:25:45 -07:00
yzds
0dc9532065
[BUGFIX ] fix undefined silu_and_mul_nvfp4_quant (#23929) 
Signed-off-by: hongchao <hongchao@msh.team>
Signed-off-by: Richard Zou <zou3519@gmail.com>
Co-authored-by: hongchao <hongchao@msh.team>
Co-authored-by: Richard Zou <zou3519@gmail.com>
Co-authored-by: Richard Zou <zou3519@users.noreply.github.com>
 2025-08-29 09:36:39 -07:00
elvischenv
16a45b3a28
[NVIDIA] Support SiluMul + NVFP4 quant fusion (#23671) 
Signed-off-by: jindih <jindih@nvidia.com>
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: jindih <jindih@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedic <lgovedic@redhat.com>
 2025-08-28 19:36:50 +00:00
shixianc
b17109beea
[Kernel] CUTLASS MoE FP8: Integrate cuda moe permute/unpermute (#23045) 
Signed-off-by: Shixian Cui <shixian@amazon.com>
 2025-08-20 10:35:26 -04:00
Jee Jee Li
4d4061b6e7
[Kernel] Add cuda kernel for gpt_oss activation (#22951) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-17 05:03:24 +00:00
Michael Goin
4fc722eca4
[Kernel/Quant] Remove AQLM (#22943) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-08-16 19:38:21 +00:00
Woosuk Kwon
1c859a1387
[V0 Deprecation] Remove advance_step (#22969) 
Signed-off-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
 2025-08-15 08:22:31 -07:00
Simon Mo
f1f0d2fab8
Revert "[Kernel] Add cuda kernel for gpt_oss activation" (#22948) 2025-08-14 17:38:10 -07:00
Jee Jee Li
81f4b96481
[Kernel] Add cuda kernel for gpt_oss activation (#22538) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-08-14 17:21:29 -07:00
Wentao Ye
75d29cf4e1
[Perf] Cuda Kernel for Int8 Per Token Group Quant (#21476) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-25 17:07:07 -07:00
Gregory Shtrasberg
3ec7170ff1
[Bugfix][ROCm][Build] Fix build regression on ROCm (#21393) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2025-07-22 20:27:41 -07:00
Wentao Ye
774d0c014b
[Perf] Cuda Kernel for Per Token Group Quant (#21083) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-07-22 07:27:15 -07:00
Lucas Wilkinson
d31a647124
[BugFix] Fix import error on non-blackwell machines (#21020) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-07-15 22:27:29 -07:00
Alexander Matveev
8cdc371217
SM100 Cutlass MLA decode with unrestricted num_heads (< 128) for DeepSeek TP (#20769) 
Signed-off-by: Alexander Matveev <amatveev@redhat.com>
 2025-07-15 01:06:38 +00:00
Tuan, Hoang-Trong
47043eb678
[Kernel] Triton implementation of causal-conv1d for Mamba-based models (#18218) 
Signed-off-by: Tuan M. Hoang-Trong <tmhoangt@us.ibm.com>
Co-authored-by: Tuan M. Hoang-Trong <tmhoangt@us.ibm.com>
Co-authored-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-07-09 12:53:55 -07:00
Lucas Wilkinson
40b86aa05e
[BugFix] Fix: ImportError when building on hopper systems (#20513) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2025-07-06 12:17:30 +08:00
Duncan Moss
3d184b95b8
[feat]: CUTLASS block scaled group gemm for SM100 (#19757) 
Signed-off-by: Duncan Moss <djm.moss@gmail.com>
Co-authored-by: Duncan Moss <dmoss@nvidia.com>
 2025-07-04 12:58:04 -06:00
li haoyang
0740e29b66
[Feature] add quick all reduce (#19744) 
Signed-off-by: ilmarkov <imarkov@redhat.com>
Signed-off-by: Haoyang Li <Haoyang.Li@amd.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
 2025-06-26 20:54:24 -07:00
ElizaWszola
84166fee97
[Kernel] Integrate CUTLASS MoE kernel with PPLX (#18762) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-06-06 18:26:11 -07:00
Chiyue Wei
61059bee40
[Hardware][NVIDIA] FP4 MoE kernel optimization (#19110) 
Signed-off-by: Chiyue Wei <chiyuew@nvidia.com>
Co-authored-by: Chiyue Wei <chiyuew@nvidia.com>
 2025-06-05 09:48:26 -07:00
Vadim Gimpelson
5d6d1adf15
[KERNEL] Sampler. CUDA kernel for applying repetition penalty (#18437) 2025-06-03 21:13:01 -07:00
Tao He
60f7624334
Implements dual-chunk-flash-attn backend for dual chunk attention with sparse attention support (#11844) 2025-05-12 19:52:47 -07:00
Pavani Majety
0c0fdae84f
[Hardware/NVIDIA/Kernel] Enable nvidia/DeepSeek-R1-FP4 Model (#16362) 2025-05-09 16:24:41 -07:00
Yong Hoon Shin
98c89e16ff
Make key optional for rotary embedding (#17566) 
Signed-off-by: Yong Hoon Shin <yhshin@meta.com>
 2025-05-07 00:11:46 -07:00
Szymon Ożóg
1a45a61387
[Kernel] GGUF MoeVec kernel (#16780) 
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
Signed-off-by: SzymonOzog <szymon.ozog@gmail.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
 2025-05-06 23:07:23 -07:00
Sage Moore
460a2b1100
[torch.compile] Add torch inductor pass for fusing silu_and_mul with subsequent scaled_fp8_quant operations (#10867) 
Signed-off-by: Sage Moore <sage@neuralmagic.com>
 2025-05-01 07:59:28 -07:00
Kaixi Hou
ed7a29d9f8
[NVIDIA] Support Cutlass MLA for Blackwell GPUs (#16032) 
Signed-off-by: kaixih <kaixih@nvidia.com>
 2025-04-27 06:29:21 -07:00
DefTruth
e9528f6dc6
[Kernel] support merge_attn_states CUDA kernel, 3x speedup (#16173) 
Signed-off-by: DefTruth <qiustudent_r@163.com>
 2025-04-11 06:50:50 -06:00
LukasBluebaum
90969fb39a
[Kernel] Add more dtype support for GGUF dequantization (#15879) 
Signed-off-by: lukas.bluebaum <lukas.bluebaum@aleph-alpha.com>
 2025-04-02 01:58:48 -07:00
Ilya Markov
b7b7676d67
[Distributed] Add custom allreduce support for ROCM (#14125) 
Signed-off-by: ilmarkov <imarkov@redhat.com>
Co-authored-by: ilmarkov <imarkov@redhat.com>
 2025-03-31 22:49:12 -07:00
youkaichao
555aa21905
[V1] Fully Transparent Implementation of CPU Offloading (#15354) 
Signed-off-by: youkaichao <youkaichao@gmail.com>
 2025-03-31 20:22:34 +08:00
ElizaWszola
9239bf718e
[Kernel] CUTLASS grouped gemm fp8 MoE kernel (#13972) 
Signed-off-by: ElizaWszola <eliza@neuralmagic.com>
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Co-authored-by: Lucas Wilkinson <wilkinson.lucas@gmail.com>
 2025-03-27 00:54:44 +00:00
Pavani Majety
debd6bbf09
[Kernel] Add ModelOpt FP4 Checkpoint Support (#12520) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2025-03-12 05:13:11 +00:00
Szymon Ożóg
e22ee1e7a2
[Kernel] GGUF MoE kernel (#14613) 
Signed-off-by: SzymonOzog <szymon.ozog@aleph-alpha.com>
 2025-03-12 03:33:27 +00:00
Kaixi Hou
e109e598c7
[NVIDIA] Support nvfp4 cutlass gemm (#13571) 2025-02-22 05:24:05 -08:00
Sage Moore
c9f9d5b397
[Bugfix][AMD] Update torch_bindings so that scaled_fp4_quant isn't build on ROCm (#13235) 2025-02-14 20:30:42 -08:00
Tyler Michael Smith
c1e37bf71b
[Kernel][Bugfix] Refactor and Fix CUTLASS 2:4 Sparse Kernels (#13198) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-02-14 00:01:14 +00:00
Kaixi Hou
4fc5c23bb6
[NVIDIA] Support nvfp4 quantization (#12784) 2025-02-12 19:51:51 -08:00
Tyler Michael Smith
eb5741ad42
[Kernel][Quantization] Integrate block-quantized CUTLASS kernels for DeepSeekV3 (#12587) 
Integrates the block-quantized kernels introduced in
https://github.com/vllm-project/vllm/pull/11868 for use in linear
layers.

Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-01-31 15:29:11 -08:00
Gregory Shtrasberg
e97f802b2d
[FP8][Kernel] Dynamic kv cache scaling factors computation (#11906) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
Co-authored-by: Micah Williamson <micah.williamson@amd.com>
 2025-01-23 18:04:03 +00:00
Jee Jee Li
42f5e7c52a
[Kernel] Support MulAndSilu (#11624) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-01-15 02:29:53 +00:00
Lu Fang
4068f4b5b5
[MISC] Replace c10::optional with std::optional (#11730) 
Signed-off-by: Lu Fang <lufang@fb.com>
 2025-01-05 10:20:34 +09:00
Tyler Michael Smith
5a9da2e6e9
[Bugfix][Build/CI] Fix sparse CUTLASS compilation on CUDA [12.0, 12.2) (#11311) 
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2024-12-19 02:43:30 +00:00
Dipika Sikka
60508ffda9
[Kernel]: Cutlass 2:4 Sparsity + FP8/Int8 Quant Support (#10995) 
Co-authored-by: Faraz Shahsavan <faraz.shahsavan@gmail.com>
Co-authored-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Rahul Tuli <rahul@neuralmagic.com>
Co-authored-by: rshaw@neuralmagic.com <rshaw@neuralmagic.com>
 2024-12-18 09:57:16 -05:00
Luka Govedič
30870b4f66
[torch.compile] Dynamic fp8 + rms_norm fusion (#10906) 
Signed-off-by: luka <luka@neuralmagic.com>
Co-authored-by: Varun Sundar Rabindranath <varun@neuralmagic.com>
 2024-12-13 03:19:23 +00:00