Commit Graph
31 Commits
Author SHA1 Message Date
Misha GoinandClaude d79b52b182 [Misc] Consolidate csrc shared headers and prune dead code (#60721)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-10-12 09:46:22 -07:00
Chris LeonardandShengqi Chen 6e64c1bab1 [10c/n] Migrate MoE kernels to torch stable ABI (#44565)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
2026-06-10 23:02:26 -07:00
Wentao Ye 64e1218673 [Perf] Optimize moe permute by pre-allocate buffer, 9~14% kernel performance improvement (#43014)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-05-28 06:18:26 -07:00
Jee Jee Li d4004455d2 [Kernel] Remove NormGateLinear (#43554)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-05-25 09:49:19 +00:00
Jee Jee Lijeejeeleemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
0a65d46628 [DSV4] Fuse norm and router for low latency scenario (#41263)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: jeejeelee <jeejeelee@verda-b300-05.datacrunch.io>
Co-authored-by: jeejeelee <jeejeelee@verda-b300-05.datacrunch.io>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-14 05:11:02 -07:00
Woosuk Kwon 9c61864bf8 [DeepSeek] Use torch.mm for bf16xbf16->fp32 gemm (#41300)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
2026-04-30 16:28:57 -07:00
+7 4d51588e23 [Feat] DeepSeek V4 Rebased (#40860)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: qizixi <zixi@inferact.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: qizixi <zixi@inferact.ai>
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
2026-04-26 18:31:08 -07:00
Xin Yang 9bd7231106 Revert "[Kernel] Add gpt-oss Router GEMM kernel (#37205)" (#38778)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-04-01 22:02:32 -07:00
Xin Yang b1169d7be8 [Kernel] Add gpt-oss Router GEMM kernel (#37205)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-03-18 08:15:56 -07:00
roikoren755 38c498b8e3 [Performance] Cublas Bf16 Gate with Fp32 Output (#35121)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-02-26 16:51:28 -08:00
Robert ShawandRobert Shaw 8435b2e049 [ModelBash][DSV3] Add TRTLLM DSV3 Router GEMM kernel (6% B1 Speedup) (#34302)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-02-23 14:02:26 +00:00
Xin Yang 63227accf5 [Kernel] Add topk_sigmoid kernel (#31246)
Signed-off-by: Xin Yang <xyangx@amazon.com>
2026-01-21 22:49:51 +00:00
gnovack ea657f2078 Lora MoE Align Improvements (#29257)
Signed-off-by: gnovack <gnovack@amazon.com>
2025-12-09 10:35:16 +08:00
Jinzhen LinandJee Jee Li 879ddb09c3 [Kernel][MoE] optimize moe_align_block_size (#29642)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2025-12-07 01:58:47 -08:00
0852527647 [Perf][DeepSeek] Add sigmoid+bias fusion to fused_grouped_topk from TRTLLM (#28124)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2025-11-07 18:20:55 -08:00
gnovackandJee Jee Li 294c805f1d Early exit for MoE LoRA kernels (#27131)
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2025-11-03 20:22:17 +08:00
gnovackandJee Jee Li 8e4ca4d14e Bugfix - pass 'max_num_tokens_padded' into 'moe_lora_align_block_size' (#27311)
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2025-10-22 12:23:57 +00:00
5f6cbf60d6 [Feature][Kernel]FusedMoE LoRA (#21229)
Signed-off-by: wuchen <cntryroa@gmail.com>
Signed-off-by: banjuede <lmklhc@163.com>
Signed-off-by: Chen Wu <cntryroa@gmail.com>
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: wuchen <wuchen@zetyun.com>
Co-authored-by: Nathan Van Gheem <vangheem@gmail.com>
Co-authored-by: banjuede <lmklhc@163.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
2025-10-21 03:01:37 +00:00
zhrrr 75c7ad9918 [Kernel][Performance] Fuse float cast and renormalize to topk softmax kernel (#26717)
Signed-off-by: zhuhaoran <zhuhaoran.zhr@alibaba-inc.com>
Signed-off-by: izhuhaoran <izhuhaoran@qq.com>
2025-10-17 07:30:35 +00:00
Varun Sundar RabindranathandVarun Sundar Rabindranath fb0571b077 [GPTOSS][DP/EP][Marlin] Enable GPTOSS Batched DP/EP using Marlin kernels (#25997)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
2025-10-16 12:53:11 -07:00
Xin YangandWentao Ye 8a3cd90af5 [Kernel] Add fused grouped_topk kernel for MoE (#23274)
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2025-08-25 11:47:52 -07:00
Wentao Yeandmgoin ffb2cd6b54 [Perf] Optimize moe_align_block_size CUDA kernel (#19572)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-06-17 11:49:26 -07:00
Chiyue WeiandChiyue 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
Tyler Michael SmithandLucas Wilkinson 6e588da0f4 [Build/CI] Fix CUDA 11.8 build (#17679)
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tysmith@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
2025-05-22 12:13:54 -07:00
Sage Moore 45f3f3f59e [ROCm][Bugfix] Ensure that the moe_wna16_gemm kernel is not built on ROCm platforms. (#14629)
Signed-off-by: Sage Moore <sage@neuralmagic.com>
2025-03-12 08:00:28 -04:00
Jinzhen Linandmgoin 90e88ab756 [Kernel] moe wna16 cuda kernel (#13321)
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2025-03-10 20:12:40 -04:00
Yang Chen 95460fc513 [Kernel] port sgl moe_align_block_size kernels (#12574)
sgl_moe_align_block_size is based on:


https://github.com/sgl-project/sglang/commit/ded9fcd09a43d5e7d5bb31a2bc3e9fc21bf65d2a

moe_align_block_size is based on:


https://github.com/sgl-project/sglang/commit/ba5112ff691d791a9e38c6c71f59324a5fcb49d0

Signed-off-by: Yang Chen <yangche@fb.com>
2025-02-03 13:09:50 +08:00
Charlie Fu 59449095ab [Performance][Kernel] Fused_moe Performance Improvement (#9384)
Signed-off-by: charlifu <charlifu@amd.com>
2024-10-24 15:37:52 -07:00
bnellnm 5467ac3196 [Kernel][Misc] Use TORCH_LIBRARY instead of PYBIND11_MODULE for custom ops (#5047) 2024-06-09 16:23:30 -04:00
Michael Goin 5f6d10c14c [CI/Build] Enforce style for C++ and CUDA code with clang-format (#4722) 2024-05-22 07:18:41 +00:00
Woosuk Kwon f0d4e14557 Add fused top-K softmax kernel for MoE (#2769) 2024-02-05 17:38:02 -08:00