 fxmarty-amd
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7894394b07
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[Online quantization] Add targeted online quantization configuration based on user patterns (#51285)
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2026-09-02 08:55:15 -04:00 |
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Wentao Ye
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29c9af5211
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[Kimi K3 Refactor] Add UnfinalizedMoEOutput proto following up for #53152 (#53310)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-08-24 11:21:11 -04:00 |
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Luke Alonsoandmgoin
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2740c817ff
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[Kernel] Add b12x FP4 MoE backend (#52018)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-08-21 08:04:36 -07:00 |
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Matej SirovatkaandJee Jee Li
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3ac9525507
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[Bugfix][Quantization] Reuse online NVFP4 MoE kernel across reloads (#50074)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-08-12 14:06:53 +08:00 |
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Nick Hill
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9823714346
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[Bugfix] Drop stale layer kwarg from online MXFP4 kernel creation (fix precommit) (#51442)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-08-07 13:49:00 -07:00 |
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fxmarty-amd
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3518110f2f
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[Online quantization] Add online MXFP4 quantization support (#49347)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-07 12:39:46 -07:00 |
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Jinzhen LinandOpenAI Codex
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fcde8e1460
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[Refactor] refactor humming linear and moe backends to use explicit layer configs (#49610)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-08-07 10:03:19 -07:00 |
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8170c23c4f
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[Quantization] Share online weight scales across TP (#49764)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
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2026-08-06 16:34:33 -07:00 |
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Matej Sirovatka
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9c22668436
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[Quantization] Preserve precision in online NVFP4 expert packing (#50029)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
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2026-08-06 02:23:54 -07:00 |
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7c77868cdf
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[Bugfix] Size and iterate w13 by shard count for non-gated MoE (#51125)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Matej Sirovatka <matej.sirovatka@gmail.com>
Co-authored-by: Rishi Puri <riship@nvidia.com>
Co-authored-by: Hsiao-Yuan Chen <littlecircle0730@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-08-05 17:24:47 -07:00 |
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bnellnm
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373fe8b83e
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[MoE Refactor] Remove MoE legacy code (#51078)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-08-05 14:35:36 -07:00 |
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Fadi Arafeh
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0e9b50074e
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[chore] clean-up weight prepack for INT8 MoE (#50116)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
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2026-07-31 10:15:38 +00:00 |
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Michael Goin
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c95c663049
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[Quant] Add nvfp4_per_token online MoE quantization (#48538)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-07-16 14:25:27 -07:00 |
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Jinzhen Linandmgoin
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d891b9bd51
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[Quantization] add humming moe backend to all dense/moe oracles (#41652)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-06 13:36:07 -07:00 |
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Yongye ZhuandClaude Opus 4.8
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fa248139a0
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[MoE] Plumb gemm1_alpha/beta/clamp_limit into TRT-LLM FP8 MoE (#45723)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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2026-07-01 14:34:05 -07:00 |
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Yan Ma
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547d2c40d7
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Add weights padding for fp8 per-block online quantization (#44763)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-06-23 11:08:17 -04:00 |
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Hongxia Yangandtjtanaa
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e28e8c8782
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[ROCm][Quant] Minimax-M3: Enable fp8_per_channel for bf16 weights on mi300x (#45854)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
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2026-06-17 12:02:40 +00:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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3f53e2138f
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[Refactor] Remove Fp8OnlineLinearMethod as scheduled (#45463)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-16 04:35:58 -07:00 |
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Walter Beller-Moralesandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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753e9d55e6
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[Quantization] add online fp8 ptpc (#44132)
Signed-off-by: walterbm <walter.beller.morales@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-06-08 22:42:11 +08:00 |
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bnellnmandRobert Shaw
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b226ddacfd
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[MoE Refactor] Migrate ModelOptMxFp8FusedMoE to oracle (#42768)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-05-26 11:14:14 -04:00 |
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Wentao YeandIsotr0py
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68e07d5916
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[Bug] Fix ci issue assert output_size is not None AssertionError (#43261)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-05-21 16:58:09 +08:00 |
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Yongye ZhuandClaude
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f8848b2f2d
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[Bugfix] Add swiglu limits to deepgemm fp8 methods (#41986)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-05-14 15:43:13 -07:00 |
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Michael Goin
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8efd508204
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[Quantization] Rework quantization_config to use QuantKey and allow for activation override (#41566)
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2026-05-13 16:58:32 -04:00 |
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4d591db470
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[MoE Refactor] Introduce RoutedExperts alias for FusedMoE and don't store SharedExperts in MK (#40735)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
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2026-05-12 13:37:44 -04:00 |
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206eaed08d
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[MoE Refactor] Move expert map related code into ExpertMapManager class (#41046)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
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2026-05-12 09:18:27 -04:00 |
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Wentao Ye
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0d453e2336
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[Perf] Batch invariance with Cutlass fp8 support, 28.9% E2E latency improvement (#40408)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-05-11 12:20:58 -04:00 |
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+7
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4d51588e23
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[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>
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2026-04-26 18:31:08 -07:00 |
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Robert ShawandClaude
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5f76b3fb30
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[MoE] Convert CT W8A8 To Oracle Structure (#39187)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-04-22 14:53:30 +00:00 |
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Vasiliy Kuznetsov
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38fa87caca
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mxfp8 online quant move to new frontend (#40152)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-20 06:26:12 -07:00 |
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Asaf Gardin
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ad2b1277f9
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[Quantization] Consolidate experts_int8 with fp8 online quantization (#38463)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
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2026-04-16 13:12:20 -07:00 |
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Maral
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2e9034c998
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[W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
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2026-04-09 08:50:39 +08:00 |
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Vasiliy Kuznetsov
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7b1a7423be
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[Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-03 11:58:39 -04:00 |
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