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4ac1f8d2ac
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[Bugfix][Structured Output] Mask grammar-invalid implicit reasoning ends (#61574)
Signed-off-by: Maroon Ayoub <mayoub@redhat.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-10-16 12:53:41 +08:00 |
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maithilijoshi20andCyrus Leung
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92dc3dd393
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[Bugfix] Honor OPT token embedding width for prompt embeddings (#61736)
Signed-off-by: maithilijoshi20 <maithilij2003@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-10-16 04:41:50 +00:00 |
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Andreas KaratzasandClaude
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b466fbacd2
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[ROCm][Perf] Any-shape low-latency MoE router GEMM on MI355 (#61895)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-15 23:22:31 -05:00 |
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642c18d64c
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[Perf] Kimi K3 Specialized Decode: CuTeDSL Optimized GB300 (1.5-2x) (#61867)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: vllm-agent <claw@inferact.ai>
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2026-10-15 22:50:41 -04:00 |
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3ddc6702a8
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[XPU][Docker] Bump nixl to 1.5.0 (#60356)
Signed-off-by: Sandeep Maddipatla <sandeep.maddipatla@intel.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-16 10:35:29 +08:00 |
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Shuolei Wang
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05ad0a8ace
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[Perf][DSv4.1] Split fused_wqa_wkv by token across TP ranks on SM90 (#58872)
Signed-off-by: Shuolei Wang <shuoleiwang123@gmail.com>
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2026-10-16 02:31:34 +00:00 |
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dd9e07a25f
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[Feature] Add External LB Mode Support for Elastic EP Scaling (#43202)
Signed-off-by: lqh-hh <liuqihang6@huawei.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: lqh-hh <liuqihang6@huawei.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: 2017403603 <705328646@qq.com>
Co-authored-by: Julien Mancuso <jmancuso@nvidia.com>
Co-authored-by: Itay Alroy <75032521+itayalroy@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-15 21:29:02 -04:00 |
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MonishverandKevin H. Luu
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fb3fec970e
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[Bugfix][Kernel] silu_and_mul_quant: run the vectorized loop (#61716)
Signed-off-by: Monishver Chandrasekaran <monishverchandrasekaran@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 18:16:53 -07:00 |
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Andreas KaratzasandClaude
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29345f42a6
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[ROCm][Qwen4Exp] Support HC and MoE sequence parallelism on ROCm (#61471)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-10-15 20:11:17 -05:00 |
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Kevin H. LuuandClaude Opus 5.5
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a956a8126e
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[Bugfix][MoE] Keep the gate's hash_indices_table out of RoutedExperts parameters (#61930)
Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 18:00:17 -07:00 |
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Jee Jee Li
|
bee95149e2
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Update DeepGEMM commit (#61744)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-10-15 17:54:40 -07:00 |
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Tessa PhamandBenjamin Chislett
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8f93c64866
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[Bugfix] remove duplicate hash-routing capability method (#61924)
Signed-off-by: Tessa Pham <tepham@redhat.com>
Co-authored-by: Benjamin Chislett <bchislett@nvidia.com>
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2026-10-15 17:40:23 -07:00 |
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a8be1500ba
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[Bugfix][MoE] Restore TP-sharded routed-expert capture for DP=1 (#61388)
Signed-off-by: Ronald1995 <ronaldautomobile@163.com>
Signed-off-by: Ao Shen <281812371+aoshen02@users.noreply.github.com>
Signed-off-by: Ao Shen <aoshen@inferact.ai>
Co-authored-by: Ao Shen <281812371+aoshen02@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Ao Shen <aoshen@inferact.ai>
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2026-10-16 00:21:24 +00:00 |
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Jack HuandDouglas Lehr
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ef38e8d006
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[Model][Hardware][AMD][Kernel] Part 2/2 -> Enable e2e QK Norm + RoPE + KV Cache runtime fusion for Qwen3-30B-A3B on ROCM_ATTN (#42755)
Signed-off-by: Jack Hu <Jack.Hu@amd.com>
Signed-off-by: Jack Hu <jingxujaster@hotmail.com>
Signed-off-by: Jack Hu <jack.hu@amd.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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2026-10-15 17:10:14 -07:00 |
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Anerudhan GopalandOpenAI Codex
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af28c171f5
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[Dependency] Upgrade FlashInfer to 0.7.2 and restore KDA auto backend (#61913)
Signed-off-by: Anerudhan Gopal <agopal@nvidia.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-10-15 17:04:24 -07:00 |
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Juntian LiuandClaude Opus 5.5
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19b0efce30
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[Perf][Core] Skip the null head of sliding-window block tables (#61724)
Signed-off-by: Juntian Liu <Juntianl777@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 16:14:51 -07:00 |
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Woosuk KwonandClaude Opus 5.5
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4a89316efa
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[Core] Drop the Ray driver-node GPU pin left over from the legacy executor (#61713)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 16:00:18 -07:00 |
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3f1e57225a
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[ROCm][Perf][Kimi-K3] Use AITER Gluon KDA kernels for decode and spec decode (#57392)
Signed-off-by: omuhamma <omar.muhammad@amd.com>
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com>
Co-authored-by: Nicholas Susanto <nicholas.susanto@amd.com>
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com>
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2026-10-15 17:54:24 -05:00 |
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de7d70676d
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[Perf] Low-latency CPU all-reduce for DP metadata syncs (#61767)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: hjjq <50634613+hjjq@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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2026-10-15 15:29:13 -07:00 |
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Stefano CastagnettaandKevin H. Luu
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784d1fff0c
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[MRV2][Spec Decode] Quantized draft lm_head for drafters that share the target head (#59973)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 22:06:40 +00:00 |
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d92a4f25f2
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[watermarking] Add DFlash support to dual-key gumbel-max watermarking (#59554)
Signed-off-by: Shern Shiou Tan <shernshiou@gmail.com>
Signed-off-by: Simon Veitner <sveitner@redhat.com>
Signed-off-by: Raphael Rialland <raphael.rialland@mistral.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Simon Veitner <sveitner@redhat.com>
Co-authored-by: Raphael Rialland <raphael.rialland@mistral.ai>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
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2026-10-15 22:06:06 +00:00 |
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e711723352
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[ROCm] gfx1250 optimizations and model enablement (#58800)
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com>
Signed-off-by: Juan Villamizar <jpvillam@amd.com>
Signed-off-by: jpvillam <jpvillam@amd.com>
Signed-off-by: Omar Muhammad <omar.muhammad@amd.com>
Signed-off-by: Daniel <danichan@amd.com>
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com>
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
Co-authored-by: Omar Muhammad <omar.muhammad@amd.com>
Co-authored-by: Daniel <danichan@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com>
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2026-10-15 14:51:57 -07:00 |
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Thang NguyenandClaude Opus 5.5
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9b99ccb56b
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[CI] Shard the AMD mirrors of the DP, RayExecutorV2 and batch invariance steps automatically (#61861)
Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 16:48:19 -05:00 |
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DimensionSTPandKevin H. Luu
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9edcc7fa7e
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[Bugfix][Spec Decode] Avoid reusing random draws across block verification rounds (#61161)
Signed-off-by: DimensionSTP <65501090+DimensionSTP@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 14:46:38 -07:00 |
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Mikko Tukiainen
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0c25849292
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[ROCm][Perf][Bugfix] Probe the preshuffled FP4 GEMM config by logical K (#59406)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
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2026-10-15 21:11:33 +00:00 |
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f8460ef236
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[Kernel][DSv4.1] Bump FlashMLA to the 2026.09.30 release and its interleaved V4.1 KV cache (#61371)
Signed-off-by: juntianl <juntianl@inferact.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
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2026-10-15 13:58:25 -07:00 |
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33212db2c2
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[KV Connector][NIXL] Reject NVFP4 KV cache with heterogeneous TP head split (#61865)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 13:57:37 -07:00 |
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Thang NguyenandClaude Opus 5.5
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c414bf0295
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[CI] Shard four AMD mirrors automatically (#61817)
Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 13:57:35 -07:00 |
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Wentao Ye
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54d9b1cb48
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[GLM5.3 Perf] Inplace update draft decode metadata, 1.7% E2E Throughput Improvement (#61873)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-10-15 20:20:12 +00:00 |
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SeongJun LeeandWei Zhao
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ee8c47961b
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[CI] Use an ungated model as the attention test config default (#61732)
Signed-off-by: lesj0610 <lesj0610@gmail.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
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2026-10-15 20:19:09 +00:00 |
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21f4b6dc84
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[KV Offload] Split the CPU offload region across shm files (#59546)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 20:17:40 +00:00 |
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Thang NguyenandClaude Opus 5.5
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16532876e7
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[CI] Shard four more AMD mirrors automatically (#61860)
Signed-off-by: Thang Nguyen <thangnguyenvn647@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 15:13:51 -05:00 |
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d12ea8e309
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[Bugfix][MRV2] Keep input_ids on later PP stages for raw-token models (#61016)
Signed-off-by: booth-algo <kevinlauofficial01@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 12:54:21 -07:00 |
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d486219fc2
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[Bugfix][Core] Uncount stop-trimmed spec tokens from num_computed_tokens (#58668)
Signed-off-by: David Cheung <d7cheung@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-10-15 12:50:06 -07:00 |
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49f944be3e
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[Perf][HiSparse] Reuse pinned host pool after graph profiling (#61668)
Signed-off-by: Itay Etelis <92247226+Etelis@users.noreply.github.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 12:33:03 -07:00 |
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Rohan PotdarandClaude Opus 5.5
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105605b8e9
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[ROCm] Support DeepSeek-V4 hash routing in AITER Triton W4A16 MoE (#60282)
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 14:10:12 -05:00 |
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Thien Tran
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82b9ccaa79
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[Perf][MoE] Skip the TRTLLM fp8-block activation-scale transpose copy (#61773)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-10-15 12:09:07 -07:00 |
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4d58fa254a
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[MoE] Unify DeepGEMM MegaMoE experts behind one feature-matrix layer; add NVFP4 (#61538)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
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2026-10-15 19:02:01 +00:00 |
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Misha GoinandClaude Opus 5.5
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4d9a8d6a41
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[Bugfix] Make Humming DeviceInfo lookups traceable under torch.compile (#61858)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-15 11:12:21 -07:00 |
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Mikko TukiainenandCursor
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47fd76e4ce
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[ROCm][Perf] Route softmax MoE top-k, including fused shared-expert sigmoid, through AITER topk_gating (#56226)
Signed-off-by: Mikko Tukiainen <Mikko.Tukiainen@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-10-15 17:53:18 +00:00 |
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4f49b55c1f
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[MoE] Shape-based padding for FlashInfer TRT-LLM MXFP8 experts (gated and non-gated) (#61293)
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-10-15 13:44:11 -04:00 |
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7cd7982dfd
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[Spec Decode] Don't reserve DFlash/DSpark draft slots in the scheduler token budget (#59468)
Signed-off-by: zixi-qi <zixi@inferact.ai>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-16 01:23:58 +08:00 |
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bzsuniandFlora Feng
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338dab077c
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[Bugfix] Fix Apertus streaming scientific notation (#61812)
Signed-off-by: bzsuni <bingzhe.sun@daocloud.io>
Co-authored-by: Flora Feng <4florafeng@gmail.com>
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2026-10-15 16:49:57 +00:00 |
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957d512e96
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[Bugfix][Frontend] Preserve streaming chunk boundaries in RequestOutputCollector (#58941)
Signed-off-by: David Cheung <d7cheung@gmail.com>
Co-authored-by: Benedikt Falk <bfalk@nvidia.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-10-15 16:38:28 +00:00 |
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Jovan
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a9e90b9d1d
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[Bugfix][Frontend] Reject Cohere REQUIRED tool choice without tools (#61825)
Signed-off-by: Kevin <jia__kuan@163.com>
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2026-10-15 16:37:08 +00:00 |
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d6f0b7a416
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[CI] Skip exited descendants when finding the worker in the FT e2e test (#61648)
Signed-off-by: Oxana Korzh <okorzh@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-10-15 16:08:14 +00:00 |
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ed3050add4
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[Core] Apply prefill_schedule_interval outside data parallelism (#54627)
Signed-off-by: lifulu <fululi12@amd.com>
Signed-off-by: lifulu <lifulu@users.noreply.github.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
Co-authored-by: lifulu <lifulu@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-10-15 11:03:13 -05:00 |
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c825e1d235
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[Perf] Fuse the mamba align block-table gather into one Triton kernel, 7 kernels -> 1, 6x speedup on all shapes for this kernel (#58737)
Signed-off-by: lifulu <fululi12@amd.com>
Signed-off-by: lifulu <lifulu@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: lifulu <lifulu@users.noreply.github.com>
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2026-10-15 11:02:53 -05:00 |
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CharlesWuandYichao Zhu
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a97d19d792
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[UMBP][1/10] Add shared connector, runtime contracts, and request lifecycle (#61789)
Signed-off-by: CharlesWu <Charles.Wu@amd.com>
Co-authored-by: Yichao Zhu <Yichao.Zhu@amd.com>
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2026-10-15 15:12:39 +00:00 |
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3dcfaeb4e8
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[Frontend] Apply each endpoint's top_logprobs cut in derender (#59518)
Signed-off-by: Yin Li <kevinli.ai.work@gmail.com>
Co-authored-by: Yin Li <kevinli.ai.work@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-10-15 15:04:04 +00:00 |
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