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707 Commits

Author SHA1 Message Date
Andrey Talman
f97ca67176 [Release 2.10] Update to Torch 2.10 - final release (#30525) 2026-02-08 13:51:09 -08:00
Hashem Hashemi
ed17f54c8b Perf tuning and expansion of cases covered for wvSplitKrc (#33493) 
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
 2026-02-07 05:33:11 -08:00
lukec
15a0b9e570 Fix spelling errors (#33978) 2026-02-06 23:58:50 -08:00
Wentao Ye
77c09e1130 [Refactor] Remove align block size logic in moe_permute (#33449) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-02-06 10:57:06 -08:00
Andreas Karatzas
350ca72c04 [ROCm][AITER] Fix AITER import regression for explicit backend selection (#33749) 
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
 2026-02-06 15:08:16 +00:00
Xinyu Chen
e969a169ef support view_from_cpu_tensor on XPU (#33868) 
Signed-off-by: Xinyu Chen <xinyu1.chen@intel.com>
 2026-02-06 08:34:20 +00:00
Xin Yang
79028d4388 [Perf] Disable clean_logits in deepgemm fp8_mqa_logits kernel (#33568) 2026-02-05 20:34:00 -05:00
Hashem Hashemi
d5c4800112 Adds padding and perf improvements to wvSplitK_fp8 (#33527) 
Signed-off-by: Hashem Hashemi <hashem.hashemi@amd.com>
 2026-02-05 22:16:02 +00:00
bnellnm
a57c8228ff [Moe Refactor] Make Inplace Flag for FusedMoEModularKernel part of the constructor (#33375) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
 2026-02-05 18:07:18 +00:00
rasmith
c1395f72cd [CI][AMD][BugFix] Ensure VLLM_ROCM_USE_AITER is set so test_rocm_aiter_topk.py can run correctly (#33840) 
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
 2026-02-05 05:05:48 +00:00
R3hankhan
4dffc5e044 [CPU] Split attention dispatch by head_dim alignment (#32161) 
Signed-off-by: Rehan Khan <Rehan.Khan7@ibm.com>
 2026-02-03 19:37:15 -08:00
杨朱 · Kiki
b95cc5014d [Misc] Remove deprecated VLLM_ALL2ALL_BACKEND environment variable (#33535) 
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
 2026-02-03 15:01:59 +08:00
danielafrimi
0aca8b8c62 [MoE] Enable Shared/Routed Overlap For Latent MoE (Nemotron-H) (#32790) 
Signed-off-by: dafrimi <dafrimi@nvidia.com>
 2026-02-02 09:18:50 -05:00
csy0225
c3b40dc3e7 [Models] Step-3.5-Flash (#33523) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: i-zhangmingming <i-zhangmingming@stepfun.com>
Co-authored-by: xiewuxun <xiewuxun@stepfun.com>
Co-authored-by: zetaohong <i-hongzetao@stepfun.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-02-02 10:21:18 +08:00
Roy Wang
63c0889416 [Misc] Fix flashinfer related tests (#33462) 
Signed-off-by: esmeetu <jasonailu87@gmail.com>
 2026-01-31 16:10:24 -05:00
Yanan Cao
d5c41db35b [Kernel] [Helion] [3/N] Helion kernel registry (#33203) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-31 15:38:46 +08:00
Dimitrios Bariamis
f0bca83ee4 Add support for Mistral Large 3 inference with Flashinfer MoE (#33174) 
Signed-off-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Dimitrios Bariamis <12195802+dbari@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2026-01-30 22:48:27 -08:00
Yanan Cao
8ecd213c0b [Kernel] [Helion] [2/N] Helion kernel wrapper (#32964) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-31 12:53:01 +08:00
Gregory Shtrasberg
31aedfe7d6 [Bugfix][ROCm] Fixing the skinny gemm dispatch logic from #32831 (#33366) 
Signed-off-by: Gregory Shtrasberg <Gregory.Shtrasberg@amd.com>
 2026-01-30 19:05:23 -06:00
Michael Goin
67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Pavani Majety
c3a9752b0c [Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437) 
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
 2026-01-30 10:30:46 -08:00
Yanan Cao
6c1f9e4c18 [Kernel] [Helion] [1/N] Add Helion ConfigManager (#32740) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-30 12:19:19 -05:00
Harry Mellor
a11bc12d53 Fix test_moe.py for Transformers v5 (#33413) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-01-30 14:03:25 +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
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
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
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
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
7. Sun
0ccecf8833 [Tests] Standardize RNG seed utility across test files (#32982) 
Signed-off-by: 7. Sun <jhao.sun@gmail.com>
 2026-01-24 06:47:14 +00:00
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
Matt
305e53ade8 [Hardware][AMD][CI][Bugfix] Fix Kernels Attention Cache test (#32904) 
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
 2026-01-23 16:24:26 +00:00
Fadi Arafeh
aac0b817fa [CPU Backend][BugFix] Fix failing CPU MoE test (#32876) 
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
 2026-01-23 12:06:51 +00:00
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
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
Richard Zou
654a71fc3c [torch.compile] Improve Cold Start for MoEs (#32805) 
Signed-off-by: Richard Zou <zou3519@gmail.com>
 2026-01-22 10:44:40 -05:00
Or Ozeri
421012b63a OffloadingConnector: Support kernel_block_size != block_size (#30692) 
Signed-off-by: Or Ozeri <oro@il.ibm.com>
 2026-01-22 12:30:04 +00:00
Alex Sun
49a1262267 [AMD][ROCm] MoRI EP: a high-performance all2all backend (#28664) 
Signed-off-by: Alex Sun <alex.s@amd.com>
 2026-01-22 16:33:18 +08:00
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
elvischenv
808d6fd7b9 Bump Flashinfer to v0.6.1 (#30993) 
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
 2026-01-21 08:49:50 -08:00
whx
1861ae8aae [PluggableLayer][1/N] Define PluggableLayer (Fix ci) (#32744) 
Signed-off-by: whx-sjtu <2952154980@qq.com>
 2026-01-21 11:38:04 -05:00
Robert Shaw
85f55c943c [Quantization][Deprecation] Deprecate HQQ (#32681) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-21 09:32:40 -05:00
Robert Shaw
42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
Lucas Wilkinson
b4f64e5b02 Update FlashMLA (#32491) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-01-21 13:03:37 +08:00
linhaifeng
7901109ea5 [Bugfix] Fix Off-by-one error in _num_tokens_to_min_blocks calculation (#32603) 
Signed-off-by: linhaifeng <1371675203@qq.com>
 2026-01-20 11:13:39 -05:00
vllmellm
148117ea2e [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814) 
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
 2026-01-20 14:48:20 +08:00
Yanan Cao
9d1e611f0e [CI] Add Helion as an optional dependency (#32482) 
Signed-off-by: Yanan Cao <gmagogsfm@gmail.com>
 2026-01-19 19:09:56 +00:00
Matt
11bbf86f6a [CI][Hardware][AMD] Fix test_rotary_embedding_mla_cache_fused (#32408) 
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
 2026-01-19 08:25:47 +00:00