Fangzhou Ai
1044d19998
[ROCm][DSV4] Preserve native MXFP4 TP8 shard allocation ( #51473 )
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Signed-off-by: Fangzhou Ai <fangzhou.ai@amd.com >
2026-08-10 23:57:27 -07:00
Priyansh Jain and Andreas Karatzas
2acb055ed7
[CPU][Zen] Route BF16 MoE inference through zentorch on AMD ( #44201 )
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Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-08-10 23:20:05 -07:00
c76a425278
[Kernel] Optimize long-context MLA cache gathers ( #51739 )
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Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-08-10 22:23:43 -07:00
63ac04a61e
[Kimi-K3] DCP support ( #50484 )
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Signed-off-by: girasoley <girasoley@inferact.ai >
Signed-off-by: Summer Yang <girasoleyang@gmail.com >
Signed-off-by: 云挚 <ningyunxiao.nyx@antgroup.com >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
Co-authored-by: 云挚 <ningyunxiao.nyx@antgroup.com >
Co-authored-by: foraxe <73625538+foraxe@users.noreply.github.com >
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai >
2026-08-10 12:54:26 -07:00
fanxingran
37fbf52084
[ROCm][MLA] [K3] Fix fp8 KV cache decode on the AITER MLA backend ( #51011 )
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Signed-off-by: fanxingran <xingran.fan@amd.com >
2026-08-10 11:42:10 -04:00
Francesco Fusco and Claude
fac808b36f
[Perf][Hybrid] 3D-grid tiling of the state-copy Triton kernels ( #49436 )
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Signed-off-by: Francesco Fusco <ffu@zurich.ibm.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-08-10 17:02:49 +02:00
pmanczak
ec21f61d82
[Misc] Enable test_fused_moe_wn16 on XPU ( #51672 )
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Signed-off-by: pmanczak <pawel.manczak@intel.com >
2026-08-10 21:57:02 +08:00
Andreas Karatzas and Micah Williamson
31cd109f18
[ROCm][CI] Extend ROCm AITER MHA (FA) coverage ( #40958 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Signed-off-by: Micah Williamson <micah.williamson@amd.com >
Co-authored-by: Micah Williamson <micah.williamson@amd.com >
2026-08-10 15:35:13 +08:00
Lena Onyshchenko and Kunshang Ji
751f2ccdd3
[Kernel][XPU] Tensor-descriptor operand loads for Triton W8A8 scaled_mm ( #47205 )
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Signed-off-by: oonyshch <xonyshch@gmail.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-08-10 00:56:11 +00:00
Isotr0py
073c510c91
[Migration] Migrate bitsandbytes support to OOT plugin ( #43529 )
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Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
2026-08-09 10:27:31 +08:00
Aarushi Jain and Aarushi Jain
7581c56c86
[Test] Add ROCm AITER FP8 MLA prefill accuracy test ( #51457 )
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Signed-off-by: Aarushi Jain <aarushi@amd.com >
Co-authored-by: Aarushi Jain <aarushi@amd.com >
2026-08-08 19:42:26 -05:00
Tianmu Li
700d39b558
[CPU] Optimize routed FP8/MXFP4 MoE GEMM dispatch ( #50949 )
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Signed-off-by: Li, Tianmu <tianmu.li@intel.com >
2026-08-08 12:56:14 +08:00
Wei-Ming Chen
1c94e8dc7d
Add NVFP4 KV 4-over-6 scale search ( #45187 )
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Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com >
2026-08-07 13:22:27 -07:00
Walter Beller-Morales and Harry Mellor
70456e5e6f
[Bugfix] when loading weights skip empty expert bias if model does not support them ( #50937 )
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Signed-off-by: walterbm <walter.beller.morales@gmail.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-08-07 12:45:52 -07:00
fxmarty-amd
3518110f2f
[Online quantization] Add online MXFP4 quantization support ( #49347 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
2026-08-07 12:39:46 -07:00
Aarushi Jain and Aarushi Jain
a0056e103e
[Test] Add ROCm AITER MLA op registration and env gating tests ( #50930 )
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Signed-off-by: Aarushi Jain <aarushi@amd.com >
Co-authored-by: Aarushi Jain <aarushi@amd.com >
2026-08-07 14:07:31 -05:00
Jinzhen Lin and OpenAI Codex
fcde8e1460
[Refactor] refactor humming linear and moe backends to use explicit layer configs ( #49610 )
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Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-08-07 10:03:19 -07:00
Julien Debache
ae934ba8a5
feat: extended EPLB support for Mistral Large 3 and additional MoE backends ( #48355 )
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Signed-off-by: jdebache <jdebache@nvidia.com >
2026-08-07 05:32:52 -07:00
pmanczak and pmanczak
6b5bec7bed
[Misc] Add and enable Triton kernel unit tests on XPU ( #45694 )
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Signed-off-by: pmanczak <pmanczak@users.noreply.github.com >
Signed-off-by: pmanczak <pawel.manczak@intel.com >
Co-authored-by: pmanczak <pmanczak@users.noreply.github.com >
2026-08-07 02:53:03 -07:00
0de0362ea1
[ROCm][CI] Loosen block-FP8 fused MoE test tolerance for large-K shapes ( #48847 )
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Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com >
Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-07 01:19:26 -07:00
e08111211b
[Kernel] Support Nvfp4 Cutedsl Moe Swiglu-oai and Relu2(non-gated) Activation ( #47106 )
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Signed-off-by: Tiekai Bi <tiekaib@nvidia.com >
Co-authored-by: Claude Opus 5 <noreply@anthropic.com >
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com >
2026-08-06 17:42:45 -07:00
d8eabdbfbe
[ROCm][MLA] Use asm decode for non-divisor small head counts ( #50578 )
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Signed-off-by: vanshbhatia-amd <210711135+vanshbhatia-amd@users.noreply.github.com >
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com >
Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com >
Co-authored-by: vanshbhatia-amd <210711135+vanshbhatia-amd@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: Markus Hartikainen <markus.hartikainen@amd.com >
Co-authored-by: Liuyinfeng01 <yinfeliu@amd.com >
2026-08-06 14:56:53 -04:00
b38e111d3e
[Attention][MLA] Per-request scheduling for MLA chunked context ( #50613 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-06 16:45:44 +00:00
zofia and Kunshang Ji
8060260e1d
[Linear] [Kernel] add block-wise scaled_mm ( #49932 )
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Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-08-06 14:40:26 +08:00
Gabriel Wu and Yongye Zhu
2e35c529b8
[Bugfix][Quantization] Fix MXFP4 conversion for FlashInfer CUTLASS ( #51038 )
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Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com >
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com >
2026-08-05 23:19:22 -07:00
Aarushi Jain
71f975af43
[ROCm][CI] Add MLA decode accuracy and determinism tests ( #50480 )
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Signed-off-by: aarushjain29 <Aarushi.Jain2@amd.com >
2026-08-05 20:35:56 -05:00
Rohan Potdar and Claude Opus 4.8
38ebd97bca
[ROCm] Relax MLA rope+cache test tolerances for bf16 ( #51083 )
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Signed-off-by: Rohan138 <rohanpotdar138@gmail.com >
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
2026-08-05 17:50:52 -05:00
Micah Williamson and Andreas Karatzas
4282fe52d5
[ROCm][CI] Add More AITER quantization/MoE kernel tests ( #49375 )
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Signed-off-by: Micah Williamson <micah.williamson@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-08-05 21:27:33 +00:00
stefankoncarevic and Andreas Karatzas
65addac701
[ROCm][CI] Keep rocprofiler-sdk out of DeepEP HT MoE test workers ( #51173 )
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Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-08-05 15:28:41 -05:00
Rohan Potdar and Claude Opus 4.8
c2d8009044
[ROCm] Work around DeepEP teardown SIGSEGV in MoE test harness ( #51174 )
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Signed-off-by: Rohan138 <rohanpotdar138@gmail.com >
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
2026-08-05 14:44:42 -05:00
Michael Goin and OpenAI Codex
8f158d0ee2
[MoE] Share apply_moe_activation support metadata ( #44359 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-08-05 12:05:47 -07:00
Gabriel Wu and Pavani Majety
08b8613b7b
[Bugfix][Model] Fix MiniMax-M3 NVFP4 inference correctness ( #48929 )
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Signed-off-by: Zihua Wu <13583761+lucifer1004@users.noreply.github.com >
Co-authored-by: Pavani Majety <pmajety@nvidia.com >
2026-08-05 07:25:46 -07:00
amitz-nv and OpenAI Codex
52c0e3cb08
[Kernel] Add support for Flashinfer Mamba SSU algorithm selection ( #50157 )
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Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-08-04 09:40:23 -07:00
c810937573
[Kernel] Extend CuTe DSL skinny GEMM to GLM-5.2 ( #49791 )
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Signed-off-by: Peiyuan Zhou <peiyuanzhou1994@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
2026-08-03 16:49:41 -07:00
aoshen02 and Nick Hill
42ab184ea7
[MRV2] Enable routed-experts capture ( #50721 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
2026-08-03 21:00:13 +00:00
Andreas Karatzas
e279f71583
[ROCm][Test] Fix AITER MXFP4 oracle contract ( #50728 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
2026-08-03 20:53:18 +00:00
0a6446005d
[CPU] Migrate unquantized MoE to the modular-kernel experts structure ( #50133 )
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Signed-off-by: jiang1.li <jiang1.li@intel.com >
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
Co-authored-by: Fadi Arafeh <fadi.arafeh@arm.com >
2026-08-03 14:55:04 +08:00
Jason Li
0055b8bfa3
[Attention][MiniMax-M3] Add MSA speculative decode verification ( #50032 )
2026-08-02 13:46:55 -07:00
Matt Qin and yudigege86
77469c9057
[ROCm][MLA] Mask the AITER MLA small-head verify flatten causally ( #50476 )
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Signed-off-by: yudigege86 <naqin@amd.com >
Co-authored-by: yudigege86 <naqin@amd.com >
2026-08-01 07:17:17 +00:00
Amir Samani
c4a4a42d80
[Bugfix][Test] Fix monolithic routing replay test buffer capacity ( #50640 )
2026-07-31 19:37:39 -07:00
b40d859c7b
[Kernel][Helion] Add numerics checks to benchmark script ( #48968 )
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Signed-off-by: Shangdi Yu <shangdiy@meta.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com >
2026-07-31 20:16:02 -04:00
454ea5b526
[MoE Refactor] Combine CompressedTensorsWNA16MarlinMoEMethod with CompressedTensorsWNA16MoEMethod ( #44570 )
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Signed-off-by: Bill Nell <bnell@redhat.com >
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
Signed-off-by: Dobrzyniewicz, Agata <agata.dobrzyniewicz@intel.com >
Signed-off-by: Tushar Jain <tushar00jain@users.noreply.github.com >
Signed-off-by: yewentao256 <zhyanwentao@126.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
Co-authored-by: Agata Dobrzyniewicz <160237065+adobrzyn@users.noreply.github.com >
Co-authored-by: Tushar Jain <8455015+tushar00jain@users.noreply.github.com >
Co-authored-by: Tushar Jain <tushar00jain@users.noreply.github.com >
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com >
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com >
2026-07-31 14:13:03 -07:00
fxmarty-amd
e67a2e0a56
[ROCm][Quark][7/N] Use MXFP4 linear kernel abstraction for emulation backend ( #48949 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
2026-07-31 10:07:15 -07:00
94e9ef0768
[Bugfix] Don't transpose fused MoE quantization scales in RoutedExperts.load_weights ( #50137 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5 <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-31 08:46:52 -07:00
Wentao Ye and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
df71917cf1
[DSv4 Perf] Optimize workspace reuse for eager break, 3.9% E2E TTFT improvement. ( #49236 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-31 08:45:58 -07:00
bnellnm and Harry Mellor
6e311c6e20
[MoE Refactor] Rename FusedMoE to FusedMoEFactory ( #44941 )
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Signed-off-by: Bill Nell <bnell@redhat.com >
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-07-31 11:28:18 +01:00
Chaojun Zhang and Kunshang Ji
482cfc20f0
[XPU] Unify XPU RMSNorm kernels with vllm_c and drop redundant XPU-specific implementation ( #46981 )
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Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-07-31 17:28:18 +08:00
Thien Tran and Codex
34bb795ff3
[CI] Add M3 MSA tests to CI ( #49143 )
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Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg >
Co-authored-by: Codex <noreply@openai.com >
2026-07-31 01:01:48 -07:00
10e6b40015
[CPU][BugFix] Remove redundant kv cache write ( #50437 )
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Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com >
Signed-off-by: jiang1.li <jiang1.li@intel.com >
Co-authored-by: jiang1.li <jiang1.li@intel.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-07-31 15:28:44 +08:00
stefankoncarevic and Andreas Karatzas
2773ec31b3
[ROCm][CI] Use explicit wvSplitKrc skinny-GEMM test tolerance for bf16 (gfx950) ( #49309 )
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Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-07-30 22:25:42 -05:00
Fangzhou Ai