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f451b4558b2bb42dafcdd19f7b5c0fc58194af5a
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1813 Commits

Author SHA1 Message Date
xuebwang-amd
f451b4558b [Quantization][ROCm] Fix MoE weight loading to be robust (Qwen3_MoE/Qwen3_next as example models) (#33173) 
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
 2026-01-30 17:50:23 +00:00
Michael Goin
fd0e377244 Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 11:15:20 -05:00
Frank Wang
8f5d51203b Disable Cascade Attention for Batch Invariance (#32561) 
Signed-off-by: frankwang28 <frank.wbb@hotmail.com>
Signed-off-by: Frank Wang <41319051+frankwang28@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
 2026-01-30 10:00:46 -05:00
杨朱 · Kiki
1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-01-30 01:56:59 -08:00
hujiaxin0
ba45bedfd1 [model] Add support for openPangu7B-VL (#32449) 
Signed-off-by: hujiaxin <524446785@qq.com>
Signed-off-by: Emilie1001 <79921183+Emilie1001@users.noreply.github.com>
Co-authored-by: Emilie1001 <79921183+Emilie1001@users.noreply.github.com>
 2026-01-30 15:54:27 +08:00
Michael Goin
bfb9bdaf3f [Bugfix] Enable Triton MoE for FP8 per-tensor dynamic (#33300) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-29 12:15:17 -08:00
danisereb
8e2a469b3b Add Triton fused MoE config for B200 (Nemotron Nano) (#32804) 2026-01-29 19:21:33 +00:00
CarstyYou
23591e631e [Bugfix][Kernel] Fix negative memory offset in GDN Triton kernel (#33326) 
Signed-off-by: CarstyYou <186021327+CarstyYou@users.noreply.github.com>
 2026-01-29 10:40:11 -08:00
Linda
0493d897c4 [NVIDIA] [feat] Integrate flashinfer Trtllmgen bf16 moe (#32954) 
Signed-off-by: Linda-Stadter <57756729+Linda-Stadter@users.noreply.github.com>
 2026-01-29 10:00:13 -08:00
zofia
a5aa4d5c0f [Quantization][Refactor] use platform dict to choose kernel (#33130) 
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
 2026-01-29 10:44:58 +00:00
whx
08b1195e62 [PluggableLayer][2/N] Apply PluggableLayer to linear layers (#33152) 
Signed-off-by: whx-sjtu <2952154980@qq.com>
 2026-01-29 16:53:15 +08:00
Didier Durand
31b25f6516 [Doc]: fixing multiple typos in diverse files (#33256) 
Signed-off-by: Didier Durand <durand.didier@gmail.com>
Signed-off-by: Didier Durand <2927957+didier-durand@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-29 16:52:03 +08:00
Angela Yi
07ea184f00 [ez] Delete more torch version checks <= 2.8 (#33288) 
Signed-off-by: angelayi <yiangela7@gmail.com>
 2026-01-29 05:28:46 +00:00
Michael Goin
141cd43967 [UX] Remove noisy CT UnquantizedLinearMethod warn (#33273) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-28 16:09:30 -08:00
Angela Yi
4197168ea5 [ez] Remove checks for torch version <= 2.8 (#33209) 
Signed-off-by: angelayi <yiangela7@gmail.com>
 2026-01-28 16:03:56 -05:00
Rohan Potdar
59bcc5b6f2 Use aiter triton fused_add_rmsnorm_pad for gpt-oss (#30976) 
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
 2026-01-28 20:47:47 +00:00
Robert Shaw
af9b69f977 [Quantization][Deprecation] Remove Marlin 24 (#32688) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 15:54:59 +00:00
Robert Shaw
247d1a32ea [Quantization][Deprecation] Remove BitBlas (#32683) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-28 11:06:22 +00:00
Harry Mellor
f1acbd68c5 [CI] Enable mypy import following for vllm/compilation (#33199) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 08:59:54 +00:00
Harry Mellor
2eb673a088 Add flake8-implicit-str-concat rules to Ruff (#33191) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-28 04:56:10 +00:00
Richard Zou
d9aa39a3bb [torch.compile] Speed up MOE handling in forward_context (#33184) 
Signed-off-by: Richard Zou <zou3519@gmail.com>
 2026-01-27 15:17:54 -08:00
Matthew Bonanni
1cbccb6dba [Attention] Use has_flashinfer helper (#33177) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-27 18:33:17 +00:00
IriKa
66e601ef79 Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076) 
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
 2026-01-27 11:04:05 -05:00
Matthew Bonanni
a608b4c6c2 [5/N][Attention] Finish eliminating vllm/attention folder (#32064) 
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
 2026-01-27 10:02:51 -05:00
Lifan Shen
da8d0c441a [AMD][QWEN3-NEXT] FP8 Tunings (#32042) 
Signed-off-by: Lifan Shen <lifans@meta.com>
 2026-01-27 09:34:13 +00:00
Robert Shaw
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
 2026-01-27 01:28:02 +00:00
XiongfeiWei
510ed1e8d3 [Bugfix][TPU] Return a Default fp8 MoE Backend (#32908) 
Signed-off-by: Xiongfei Wei <isaacwxf23@gmail.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-01-26 18:46:11 -05:00
Pengchao Wang
8caffd92df [Bugfix][MXFP4] Call trtllm_fp4_block_scale_moe with kwargs (#33104) 
Signed-off-by: Pengchao Wang <wpc@fb.com>
 2026-01-26 15:13:18 -08:00
Wentao Ye
8f987883cb [Refactor] Remove unused _moe_permute function (#33108) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-26 16:06:45 -05:00
Robert Shaw
43a013c3a2 [Bugfix] Fix Dtypes for Pynccl Wrapper (#33030) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-26 20:09:32 +00:00
danielafrimi
67fe677c53 [FIX] Always support TP > 4 for FP4 Gemm (#31099) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
 2026-01-26 11:04:20 -07:00
danisereb
f4a0921c9c [Performance] Tune Mamba selective scan kernel for B200 (#32873) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-01-26 05:56:54 -08:00
Roberto L. Castro
fcb9df99bd [Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520) 
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
 2026-01-24 18:45:27 -07:00
Lucas Wilkinson
da5e7b12be [MLA] Fuse cat and qaunt for fp8 kv-cache (#32950) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-24 16:03:02 +00:00
Isotr0py
9ad7f89f55 [Models]: Make Multimodal config implicit in ViT implementation (#31972) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2026-01-24 20:34:26 +08:00
ElizaWszola
a28b94e6ef [Performance] Split FlashAttn attention and cache update (#25954) 
Signed-off-by: ElizaWszola <ewszola@redhat.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Luka Govedič <luka.govedic@gmail.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Varun Sundar Rabindranath <varunsundar08@gmail.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Luka Govedič <luka.govedic@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Luka Govedič <lgovedic@redhat.com>
 2026-01-23 17:28:06 -08:00
joninco
ebd0a17e0e [Bugfix] Fix missing is_layer_skipped check for FusedMoE in AWQConfig (#32935) 
Signed-off-by: jon <joninco@bullpoint.org>
 2026-01-23 17:19:56 -05:00
Wentao Ye
37c9859fab [Refactor] Clean up unused variables & func (#32692) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-01-23 17:04:25 -05:00
Michael Goin
4561f13985 [Refactor] Rename gptq_marlin to marlin to match MoE (#32952) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-23 16:48:12 -05:00
Markus / Mark
586a57ad7e fix: Add glm4_moe_lite to MLA detection (#32614) 
Signed-off-by: marksverdhei <marksverdhei@hotmail.com>
Signed-off-by: Markus / Mark <46672778+marksverdhei@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
 2026-01-23 12:38:57 -08:00
Harry Huang
5206e5e28c [V1][Hybrid] Mamba Prefix Caching with align mode (#30877) 
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
 2026-01-23 09:56:48 -08:00
Xin Yang
90c2007932 [Bugfix] Disable tma_aligned_scales in test_fusions_e2e (#32916) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-23 14:34:30 +00:00
Li, Jiang
5da4c7d789 [CI/Build][CPU] Fix failed pooling tests and macos smoke test (#32907) 
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Li, Jiang <bigpyj64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
 2026-01-23 10:48:20 +00:00
Andreas Karatzas
a8eb1182f1 [CI][Models] Add VLM Support for Sequence Classification Conversion (#32885) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-01-23 16:22:51 +08:00
Karan Bansal
fa6e599a61 [Bugfix] Fix _CPU_MOE_ACT AssertionError when vLLM config not set (#32777) 
Signed-off-by: Karan Bansal <karanb192@gmail.com>
 2026-01-23 08:22:37 +00:00
Luka Govedič
5e4e0e51f4 [torch.compile] Compile CustomOp.forward_native for SiluAndMul and QuantFP8 to avoid raw torch ops inside opaque custom ops (#32806) 
Signed-off-by: Luka Govedič <lgovedic@redhat.com>
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-01-22 19:52:26 -08:00
bnellnm
dc917cceb8 [MoE Refactor] Move select_experts from FusedMoEQuantMethod -> FusedMoE (#31996) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-01-22 18:21:35 -05:00
Fadi Arafeh
fc56f4a071 [BugFix] Fix invalid flashinfer_fused_moe_blockscale_fp8 op registration (#32855) 
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
 2026-01-22 22:27:40 +00:00
Xin Yang
d08b356ee0 [Perf] Create TMA-aligned input scale tensor for DeepGemm on Hopper (#32619) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-22 15:47:04 -05:00
Eldar Kurtić
44f08af3a7 Add llmcompressor fp8 kv-cache quant (per-tensor and per-attn_head) (#30141) 
Signed-off-by: Eldar Kurtic <8884008+eldarkurtic@users.noreply.github.com>
Signed-off-by: eldarkurtic <8884008+eldarkurtic@users.noreply.github.com>
 2026-01-22 13:29:57 -07:00