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181 Commits

Author SHA1 Message Date
Michael Goin
f9a4087182
Remove weight_scale.T special case for SM90 Block FP8 CUTLASS kernel (#28431) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-11 11:46:04 -05:00
Xin Yang
57201a6a4c
Fix rotary embedding benchmark script (#28323) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2025-11-10 21:57:12 -05:00
Ilya Markov
d17ecc6b19
[PERF] Allreduce fusion. Support torch native matching. Tuning of the thresholds (#24248) 
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Signed-off-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2025-11-10 18:33:11 -05:00
Xiake Sun
03fa4d3fb3
[Hardware][AMD][Model] Add Triton MoE tuning support and optimized configs for Qwen3 omni for MI308X (#28373) 
Signed-off-by: Xiake Sun <xiake.sun@amd.com>
Signed-off-by: Xiake Sun <xisun@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2025-11-10 04:53:40 +00:00
Michael Goin
f32229293e
Disable nm-testing models with issues in CI (#28206) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-11-06 06:19:07 -08:00
tomeras91
e4ee658672
[Model] add optimal triton fused moe configs for NemotronH MoE (#27967) 
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
 2025-11-04 12:59:43 +00:00
yugong333
2ec401bc39
Load tuned fused_moe_lora shrink and expand kernel configs separately (#27435) 
Signed-off-by: Yu Gong <yu3.gong@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-04 18:27:35 +08:00
Yeshwanth N
71b1c8b667
[Chore]:Extract math and argparse utilities to separate modules (#27188) 
Signed-off-by: Yeshwanth Surya <yeshsurya@gmail.com>
Signed-off-by: Yeshwanth N <yeshsurya@gmail.com>
Signed-off-by: yeshsurya <yeshsurya@gmail.com>
 2025-10-26 04:03:32 -07:00
Isotr0py
6ac5e06f7c
[Chore] Clean up pytorch helper functions in vllm.utils (#26908) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
 2025-10-18 09:48:22 -07:00
Isotr0py
3125d79950
[Chore] Remove unused PolyNorm layer (#27110) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-10-17 19:03:43 +00:00
wangxiyuan
8f4b313c37
[Misc] rename torch_dtype to dtype (#26695) 
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
 2025-10-15 12:11:48 +00:00
Harry Mellor
8fcaaf6a16
Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
Roberto L. Castro
96ad65b7fe
[Transform] [Quantization] Add QuTLASS support to vLLM (#24440) 
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Andrei Panferov <andrei@panferov.org>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-10-10 09:43:40 -07:00
Elvir Crnčević
7b03584de8
Silu v2 (#25074) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: elvircrn <elvircrn@gmail.com>
Signed-off-by: Elvir Crnčević <elvircrn@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
 2025-10-10 15:19:53 +00:00
Lukas Geiger
6273fe8d3d
[Benchmarks] Fix imports in FP8 tuning script (#26407) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-10-08 16:31:59 +00:00
Lukas Geiger
338b1bf04f
[Benchmarks] Add support for Qwen 3 VL MoE tuning (#26419) 
Signed-off-by: Lukas Geiger <lukas.geiger94@gmail.com>
 2025-10-08 14:01:08 +00:00
Harry Mellor
557b2e961d
Remove all cases of fmt: on/off (#26253) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 09:18:14 -07:00
Jiangyun Zhu
eb0fa43868
[Perf] Optimize reshape_and_cache CUDA Kernel (#25955) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Liu-congo <1502632128@qq.com>
 2025-10-03 01:33:46 -07:00
ElizaWszola
502640c3f9
[Perf] Fix and reapply move apply w8a8 block fp8 linear to class (#25696) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-10-02 19:35:13 +00:00
Jee Jee Li
67f3fb0844
[Bench] Add DeepSeekV32 to MoE benchmark (#25962) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-30 14:13:48 -07:00
Cyrus Leung
2f17117606
[mypy] Fix wrong type annotations related to tuple (#25660) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-25 13:00:45 +00:00
Tyler Michael Smith
1260180c67
Revert "[Performance] Move apply_w8a8_block_fp8_linear to an op class… (#25607) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-09-25 08:05:21 +00:00
Saman A. Pour
90b139cfff
Enable Fbgemm NVFP4 on Dense models (#25609) 
Signed-off-by: Saman Keon <samanamp@outlook.com>
 2025-09-24 21:12:53 -07:00
Wentao Ye
1f29141258
[Refactor] Use DeepGEMM Col Major TMA Aligned Tensor (#25517) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2025-09-24 18:52:36 -04:00
Michael Goin
d83f3f7cb3
Fixes and updates to bench_per_token_quant_fp8 (#25591) 
Signed-off-by: Michael Goin <mgoin64@gmail.com>
 2025-09-24 08:30:15 -07:00
Chenxi Yang
0d235b874a
Add CUTLASS FP8 MOE benchmark scripts and kernel config (#25302) 
Signed-off-by: Chenxi Yang <cxyang@fb.com>
Co-authored-by: Chenxi Yang <cxyang@fb.com>
 2025-09-23 18:07:42 -06:00
ElizaWszola
63400259d0
[Performance] Move apply_w8a8_block_fp8_linear to an op class (#24666) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: ElizaWszola <elizaw.9289@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-09-23 12:03:10 -07:00
Amir Samani
8c1c81a3de
[core] add nccl symmetric memory for all reduce (#24532) 
Signed-off-by: Amir Samani <asamani@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-23 14:33:06 -04:00
Burkhard Ringlein
100b630a60
[V1][Kernel] Add triton implementation for reshape_and_cache_flash (#24503) 
Signed-off-by: Burkhard Ringlein <ngl@zurich.ibm.com>
Co-authored-by: Chih-Chieh Yang <chih.chieh.yang@ibm.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-23 12:52:40 -04:00
Cyrus Leung
6c117cff7d
[Frontend] Pass API server count to each process (#23717) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-09-20 01:15:19 +08:00
bnellnm
5963b98b46
[Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-17 17:43:31 -06:00
dolpm
1b962e2457
[fix] lora benchmarks pass no_lora_flag_cpu (#23774) 
Signed-off-by: Dylan Maloy <34420038+dolpm@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-17 21:22:25 +08:00
Tahsin Tunan
cef32104b4
[FP8] Extend per-token-group quantization support to QuantFP8 (#24342) 
Signed-off-by: Tahsin Tunan <tahsintunan@gmail.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2025-09-16 18:31:06 -07:00
Jee Jee Li
04ad0dc275
[benchmark] Add triton version in the moe tuned config (#24769) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-16 14:10:54 +08:00
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
Didier Durand
bcb06d7baf
[Doc]: fix typos in various files (#24726) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
 2025-09-12 06:43:12 -07:00
Michael Goin
c3aea10dc8
[Perf] Use upstream CUTLASS for SM90 Block FP8 kernel (#23280) 
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-11 15:43:14 -07:00
Ilya Markov
1fdd5c42d7
[Kernels] Enable Torch Symmetric Memory All-Reduce By Default (#24111) 
Signed-off-by: ilmarkov <markovilya197@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-09-11 09:45:31 -07:00
Jee Jee Li
d11ec124a0
[Bench] Add qwen-next in benchmark_moe.py (#24661) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-11 21:29:43 +08:00
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
bba1042c6f
[Flashinfer] Support Flashinfer TRTLLM FP8-qkv BF16/FP16-out Attention Kernel (#23647) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2025-09-08 20:53:07 -07:00
Jee Jee Li
62f66be1f7
[Bugfix] Fix Qwen3-coder moe tuned config (#24072) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-09-07 05:19:46 +00:00
Jiangyun Zhu
77aec83b8c
[Benchmark] add benchmark for custom activation op (#23908) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-09-06 20:12:05 -07:00
Didier Durand
83609ca91d
[Doc]: fix typos in Python comments (#24173) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Co-authored-by: Russell Bryant <rbryant@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2025-09-04 08:52:17 -07:00
Michael Goin
b7adf94c4a
Tuned H100/H200 triton fp8 block configs for fused_qkv_a_proj (#23939) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-29 10:28:35 -07:00
YUQI.CHENG
66548f6603
[Bugfix] Fix benchmark_moe.py for blockwise fp8. (#23823) 
Signed-off-by: crischeng <420985011@qq.com>
Co-authored-by: cris <grace@guisenbindeMacBook-Pro.local>
 2025-08-28 21:44:09 +08:00
Michael Goin
a781e84ec2
[Perf] Tune configs for triton block fp8 gemm H100/H200 (#23748) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2025-08-28 11:12:53 +08:00
Ming Yang
504d914314
[Perf] Add Triton config for DeepSeek V3 FP8 EP32 H200 (#23504) 
Signed-off-by: Ming Yang <minos.future@gmail.com>
 2025-08-24 18:06:35 -07:00
czhu-cohere
e76e233540
[kernel] Support W4A8 on Hopper (#23198) 
Signed-off-by: czhu-cohere <conway.zhu@cohere.com>
 2025-08-24 06:18:04 +00:00
elvischenv
24d0c9e6ed
[NVIDIA][torch.compile] Support Flashinfer TRTLLM FP8-q/kv NVFP4-out Attention Kernel (#22703) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
 2025-08-22 22:09:05 +00:00