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21d93d0d8c
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[Attention][Model] FP8 KV cache for Triton DiffKV and MiMo-V2.6-Flash (#58128)
Signed-off-by: Luca Motz <luca.motz@icloud.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
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2026-10-05 21:18:29 -07:00 |
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Tianyu GuoandOpenAI Codex
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8c417a2dae
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[Bugfix][Model] Fix Qwen3-Omni interleaved M-RoPE boundary positions (#59842)
Signed-off-by: Tianyu Guo <guoty@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-10-06 03:35:53 +00:00 |
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b2863c0de9
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[Kimi-K3] Use the fused K/V pack kernel on the decode-context-parallel prefill path (#56881)
Signed-off-by: Brandon Zhang <31413216+brandonfzhang@users.noreply.github.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
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2026-10-06 00:13:55 +00:00 |
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MasonandYongye Zhu
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6dd813e0b7
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[Bugfix][MoE] Allow MiniMax2 routing in TRTLLM BF16 monolithic backend (#59571)
Signed-off-by: Mason Pitt <bradley.b.pitt@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-10-05 16:24:14 -07:00 |
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akii96
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182247257f
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[ROCm][Perf] Use a stacked hipBLASLt GEMM for the bf16x3 router (#52668)
Signed-off-by: Aakif Nawaz <aakif.nawaz@amd.com>
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2026-10-05 17:28:07 +00:00 |
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Sohaib Ahmed
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64cb683842
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[Model] Add Nemotron 3.5 ASR transcription support (#59827)
Signed-off-by: Sohaib-Ahmed21 <sohaibahmed1919@gmail.com>
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2026-10-05 16:28:09 +00:00 |
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Nicolò Lucchesi
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30d4032363
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[Model][GLM-5.3-Flash] Support DCP for the kpool sparse indexer (#59211)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
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2026-10-05 16:44:14 +02:00 |
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Jee Jee Li
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f9c9e8ac24
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[LoRA] Remove tensorizer (#60024)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-10-05 07:01:56 -07:00 |
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cjackal
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0e468adb43
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[Model] Extend device-side mm normalization to Kimi K2.5 / K3 (#59278)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
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2026-10-05 21:28:13 +08:00 |
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Vadim GimpelsonandClaude
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d0d6e5f3a2
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[Bugfix] Fix Mamba page size AssertionError with spec decoding on GraniteMoeHybrid, FalconH1 and Zamba2 (#59975)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-05 12:49:47 +00:00 |
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roikoren755andmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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51eeb0c58f
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[Bugfix] Load stacked expert weights for non-gated MoE (#59031)
Signed-off-by: Roi Koren <roik@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-05 15:26:55 +03:00 |
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Stefano CastagnettaandThien Tran
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55b80221ed
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[Perf][Qwen4Exp] Keep the HC up projection on the skinny GEMM path (#60027)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-10-05 20:09:36 +08:00 |
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Ian Eavesandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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b1f229fb75
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[Model] Declare SupportsEagle3 on Qwen3ASRForConditionalGeneration (#52824)
Signed-off-by: Ian Eaves <ian.k.eaves@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-05 09:23:47 +00:00 |
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Jee Jee Li
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e3af5bf3ce
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[LoRA] Code cleanup (#60017)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-10-05 09:15:53 +00:00 |
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34051ad714
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feat: Add video support for the Transformers backend (#57441)
pre-commit / pre-run-check (push) Canceled after 0s
pre-commit / pre-commit (push) Canceled after 0s
Signed-off-by: Harshal Janjani <harshaljanjani@gmail.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-10-05 00:51:15 -07:00 |
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155488d853
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[Bugfix][Determinism] Preserve output dtype in batch-invariant mean (#59106)
Signed-off-by: Prudhvivuda <prudhvi12042001@gmail.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-04 17:07:46 +00:00 |
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Harry Mellor
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9e0b6fcf77
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[CI] Bump Transformers version to 5.18.0 (#59621)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-10-04 00:42:35 +00:00 |
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Markus Hartikainen
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b0e21b3083
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[ROCm][Kimi-K3] Add opt-in gfx942 MXFP4-to-int4 conversion (#51274)
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com>
Signed-off-by: Hartikainen <mahartik@amd.com>
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2026-10-03 14:28:02 +08:00 |
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C
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44198f577f
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[Bugfix][Model] Fix M-RoPE offset double-count in Qwen3-Omni (#58890)
Signed-off-by: C1ves <3121985758@qq.com>
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2026-10-03 09:00:51 +08:00 |
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Julien Debache
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111f71a6db
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[feat] FlashInfer CuteDSL MegaMoE integration (#54049)
Signed-off-by: jdebache <jdebache@nvidia.com>
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2026-10-02 15:43:33 -04:00 |
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jackLeiandMisha Goin
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10f6ab01a9
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[Perf] Use value-only reduction for native per-token FP8 quantization (#59800)
Signed-off-by: jackLei0901 <841747318@qq.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-02 18:37:17 +00:00 |
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Thang NguyenandClaude Opus 5.5
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7cfd233538
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Revert "[Bugfix] Tie lm_head.weight for Nemotron Parse when checkpoint omits it" (#53020) (#59805)
Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-02 10:19:25 -07:00 |
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9cf087fd14
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[Perf] Tune MoE weighted-sum kernel launch configuration (#59731)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-02 17:09:29 +00:00 |
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4c4003bb5f
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[Bugfix] Bind routed-experts capture to the MoE layer, not the kernel (#59455)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-02 15:50:38 +00:00 |
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aoshen02andClaude Opus 5.5
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c91dccc080
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[Bugfix][Quark] Pass grouped-routing arguments to OCP MX monolithic kernels (#59752)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-02 13:46:48 +00:00 |
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e4294144a8
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[Perf] Keep non-speculative GDN decode on the standard path (#59735)
Signed-off-by: DimensionSTP <65501090+DimensionSTP@users.noreply.github.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
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2026-10-02 13:44:53 +00:00 |
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24df2d3fc7
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[Model] Add Qwen4Exp to the Qwen GDN Triton warmup (#56742)
Signed-off-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: lesj0610 <lesj0610@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-10-02 21:38:15 +08:00 |
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Rajeev Warrierandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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30e956fad3
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[Docs] Fix stale W4A16 NVFP4 default kernel in ModelOpt docs (#59135)
Signed-off-by: Rajeev Warrier <warrier.rajeev.95@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-02 13:21:43 +00:00 |
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pmanczakandPawel Manczak
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bdfb02674f
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[XPU][Kernel] Tune Triton W8A8 block-FP8 GEMM for Intel B70 (#56063)
Signed-off-by: Pawel Manczak <203671809+pmanczak@users.noreply.github.com>
Co-authored-by: Pawel Manczak <203671809+pmanczak@users.noreply.github.com>
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2026-10-02 12:56:11 +01:00 |
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Harry MellorandClaude Opus 5.5
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6e4efafc6e
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[Model] Migrate GPT-NeoX, Phi, Seed-OSS and Jais2 to the Transformers modeling backend (#59701)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-02 11:18:35 +00:00 |
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Harry MellorandClaude Opus 5.5
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5d20979fc9
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[Misc] Remove code paths for Transformers < 5.16.1 (#59762)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-02 11:17:24 +00:00 |
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Simon Danielssonandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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98b29aa99a
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[ROCm][Perf][GLM-5.3-Flash] Add AITER topk backend for decodes (#58167)
Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-02 11:47:41 +01:00 |
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af2a582d5c
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[Bugfix][Spec Decode] Qualify Transformers backend attention layer names with the model prefix (#59293)
Signed-off-by: Farhad Al-Amin <99006654+Legend-2727@users.noreply.github.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-10-02 11:21:20 +01:00 |
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Juan Pérez de Algaba
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c15672cfb4
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[Security] Accept zero-sum DeepSeek-OCR pixel tensors (#59417)
Signed-off-by: Juan Pérez de Algaba <jperezde@redhat.com>
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2026-10-02 09:17:12 +00:00 |
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4056c8ac1f
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[Bugfix][HiSparse] Fix MTP acceptance collapse under FULL graphs with a saturated GPU pool (#59309)
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-10-01 23:04:21 -07:00 |
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0cbac6cd13
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[Model][Spec Decode] Enable EAGLE3/DSpark pipeline parallelism for Sarvam MLA (#55902)
Signed-off-by: mohit-sarvam <mohit@sarvam.ai>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-10-02 04:28:19 +00:00 |
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Qiu ChunshuoandLucas Wilkinson
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8486f1ebfe
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[Perf][PCP] Shard decode requests across PCP ranks (#52162)
Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
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2026-10-01 23:50:13 -04:00 |
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a810316c08
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[Bugfix] Keep batch-invariance NCCL pins out of the weight-transfer group (#59500)
Signed-off-by: aoshen524 <aoshen524@gmail.com>
Co-authored-by: aoshen524 <aoshen524@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
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2026-10-02 11:19:28 +08:00 |
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Harry MellorandClaude Opus 5.5
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8faacd707f
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[Model] Migrate Glm, Arcee, CWM and Mellum to the Transformers modeling backend (#59679)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-02 03:15:14 +00:00 |
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Flora Feng
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785b990116
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[Distributed] Enable custom all-reduce under VLLM_BATCH_INVARIANT (#58623)
Signed-off-by: Flora Feng <4florafeng@gmail.com>
Signed-off-by: sfeng33 <4florafeng@gmail.com>
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2026-10-02 02:25:48 +00:00 |
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Harry MellorandClaude Opus 5.5
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7b44aad5db
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[MyPy] Fix mypy errors in vllm/model_executor/models/[kK]* (#59402)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-01 19:32:27 +00:00 |
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Mehmet Cagri
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08e03df940
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[Bugfix][ROCm] Use a zero default for masked scales in the MXFP8 GEMM (#59454)
Signed-off-by: Mehmet Cagri Kaymak <mehmet.kaymak@amd.com>
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2026-10-01 11:32:25 -05:00 |
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aniskumar-nvandCyrus Leung
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83cadd65d9
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[Bugfix] Tie lm_head.weight for Nemotron Parse when checkpoint omits it (#53020)
Signed-off-by: Anish Kumar <aniskumar@nvidia.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-10-01 09:26:33 -07:00 |
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b538d807ff
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[Bugfix][MRV2] Keep GDN prefill checkpoint metadata local to each cache group (#59536)
Signed-off-by: Jingqiao Zhang <ai-jz@users.noreply.github.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Jingqiao Zhang <ai-jz@users.noreply.github.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-10-01 22:59:15 +08:00 |
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cb6458c5ce
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[Core] Remove deprecated mamba_cache_mode "all" (#58997)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com>
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2026-10-01 02:59:37 -07:00 |
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08d77cad7b
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[Bugfix] Gate Kimi-K3 KDA warmup on sys.modules to skip Kimi import for non-Kimi models (#59257)
Signed-off-by: YueshenZ <YueshenZ@users.noreply.github.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: YueshenZ <YueshenZ@users.noreply.github.com>
Co-authored-by: Claude Code <noreply@anthropic.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-10-01 09:25:45 +00:00 |
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c4fc3c7d32
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[Bugfix][Spec Decode] Per-module LM heads for multi-layer MTP on Model Runner V2 (#58921)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: chanh <channguyen@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-01 01:09:14 -07:00 |
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5addde2a0a
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[CPU][Zen] Pass f32 weight scales to the zentorch INT8 MoE (#59434)
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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2026-10-01 15:51:53 +08:00 |
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e12291d733
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[CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)
Signed-off-by: R <Ganesh.R@amd.com>
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-01 15:18:25 +08:00 |
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Ning Xie
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a37c402f32
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[weight loader] add dtype equality validation between parameter and weight (#51792)
Signed-off-by: Andy Xie <andy.xning@gmail.com>
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2026-10-01 03:07:31 +00:00 |
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