Luciano Martins and Luciano Martins
02b83919aa
[Model] Support EmbeddingGemma2 multimodal pooling architecture ( #60254 )
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Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com >
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com >
2026-10-06 13:43:38 -04:00
7b665f7a58
[Frontend] Integer token IDs for generate output logprobs (GenerateLogProbs) ( #58181 )
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Signed-off-by: Yin Li <kevinli.ai.work@gmail.com >
Co-authored-by: Yin Li <kevinli.ai.work@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-06 17:22:47 +00:00
Matthew Bonanni and Claude Opus 5.5
e82b80099a
[Perf][HiSparse] Cache per-request residency instead of rescanning every page each step ( #60083 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 13:04:55 -04:00
Wentao Ye
fba31f31a9
[GLM5.3 Perf] Switch to fp8 kv cache by default for GLM, 2.3%~5.5% E2E Throughput Improvement ( #60140 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-10-06 12:54:20 -04:00
f8d92cae41
[Quantization] Layer re-quantization for linear layers through online quantization API (MXFP8 -> FP8 PTPC showcase) ( #55684 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com >
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com >
Co-authored-by: Tan Pin Siang <tanpinsiang@gmail.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
2026-10-06 11:38:18 -05:00
eky-amd and Claude Fable 5
29f955cce0
[ROCm] Fuse MLA dual RMSNorm + FP8 group quant for DeepSeek-R1 ( #54857 )
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Signed-off-by: Ethan Ky <ethan.ky@amd.com >
Co-authored-by: Claude Fable 5 <noreply@anthropic.com >
2026-10-06 11:26:38 -05:00
stefankoncarevic
4516896626
[CI/Build] Warm the DP engines before measuring load balance in test_load ( #60241 )
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Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com >
2026-10-06 11:23:37 -05:00
Giancarlo Delfin
fcf53d240c
[Spec Decode] Remove eager metadata rebuild during MTP fused multi-step decode ( #58463 )
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai >
2026-10-06 12:17:30 -04:00
SeongJun Lee
4ea0c28bc4
[Bugfix] Warn only on per-request do_normalize/do_rescale overrides ( #60240 )
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Signed-off-by: lesj0610 <lesj0610@gmail.com >
2026-10-06 15:55:27 +00:00
Jeff-Tseng-dev
aad4579bbe
Upgrade tpu-inference to v0.31.0 ( #60190 )
2026-10-06 15:44:56 +00:00
Chris Leonard and Shengqi Chen
cc73cca9c8
[Build] Migrate vendored DeepGEMM from pybind to TORCH_LIBRARY (abi3) ( #48962 )
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Signed-off-by: Chris Leonard <chleonar@redhat.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-10-06 08:39:04 -07:00
ovidiusm
cbe1f9740d
[NIXL] Bump NIXL version to 1.5.0 ( #56907 )
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Signed-off-by: Ovidiu Mara <ovidium@nvidia.com >
2026-10-06 16:55:03 +02:00
Bugen Zhao and Claude Opus 5.5
0719975cee
[CI][Rust Frontend] Pass --locked to cargo binstall ( #60182 )
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Signed-off-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 22:53:17 +08:00
8bd7737a03
[Docs] Clarify that vLLM does not isolate tenants sharing a server ( #59811 )
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Signed-off-by: SunnyR <sunny.rangnani@chainguard.dev >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Juan Pérez de Algaba <124347725+jperezdealgaba@users.noreply.github.com >
2026-10-06 22:39:59 +08:00
Samuel Nordmann and Misha Goin
4a99ca40d6
[Perf][MoE] Eliminate staging from NCCL symmetric reduce-scatter ( #49194 )
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Signed-off-by: samnordmann <snordmann@nvidia.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
2026-10-06 07:37:01 -07:00
Jiangyun Zhu and Claude Opus 5.5
bf049ddb8f
[Docs] Run pr-checklist before opening a PR ( #60235 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 14:12:18 +00:00
Matthias Gehre
b267fe4881
[ROCm][Perf] W4A16: pad gfx11 weight and activation strides ( #56301 )
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Signed-off-by: Matthias Gehre <matthias.gehre@amd.com >
2026-10-06 08:22:33 -05:00
Artem Perevedentsev and Shashank Varma
049507aa76
[Bugfix][Structured Output] Flag multi-branch allOf as unsupported for xgrammar ( #59061 )
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Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com >
Co-authored-by: Shashank Varma <324153016+shashankvarma499@users.noreply.github.com >
2026-10-06 17:01:04 +04:00
Roy Wang
1a86733c7b
[Docs] Add model recipes skill ( #57786 )
2026-10-06 20:40:10 +08:00
Rodrigo Garcia
3faf214051
[vllm-bench, feature] Added support for Mooncake-style, timed-traces replay. ( #55937 )
2026-10-06 20:39:35 +08:00
Sherif Waly
25385102fe
[Bugfix][KV Offload] Honor speculative cacheability in SimpleCPU ( #60071 )
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Signed-off-by: Sherif Waly <sherif.waly@mistral.ai >
2026-10-06 14:25:08 +02:00
Wentao Ye
3e182185aa
[Deprecation] Deprecate sonet dataset as scheduled ( #60129 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-10-06 08:15:12 -04:00
Mia Ojeda
3313825983
[Bugfix][DiffusionGemma] Read the causal mask as int32 and compile the sample step ( #59992 )
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Signed-off-by: ojeda-e <eojeda@league.com >
2026-10-06 19:25:51 +08:00
09e0ce3d82
[Bugfix][Frontend] Apply model-default reasoning parser in GPU-less render server ( #54835 )
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Signed-off-by: Shimi Bandiel <shimib@google.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk >
2026-10-06 18:46:24 +08:00
zhangchengzhucufe-dev
68088ed392
Fix grammar in BlockPool.reset_prefix_cache docstring: "to invalid" → "to invalidate" ( #59886 )
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Signed-off-by: zhangchengzhucufe-dev <zhangchengzhucufe@gmail.com >
2026-10-06 10:19:54 +00:00
Louie Tsai
888074b42d
[CPU][Recipes] Detect model head constraints for automatic tensor parallel selection in vLLM Recipes Tool ( #60170 )
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Signed-off-by: louie-tsai <louie.tsai@intel.com >
2026-10-06 18:15:40 +08:00
Bugen Zhao and Claude Opus 5.5
6bbad6acdf
[Rust Frontend] Pass tool defer_loading through to chat templates ( #60203 )
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Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Signed-off-by: Bugen Zhao <i@bugenzhao.com >
2026-10-06 18:00:15 +08:00
aoshen02 and Claude Opus 5.5
31e2443c90
[Model] LongCat-Flash: scale MLA norms while loading and drop the post-load sweep ( #60080 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 08:47:02 +00:00
roikoren755 and zjy0516
e11962fc1c
[Feat][Mamba2] Enable internal prefill checkpoints ( #57329 )
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Signed-off-by: Roi Koren <roik@nvidia.com >
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com >
2026-10-06 07:53:51 +00:00
edfccc9469
[ROCM][Perf] Add ROCM_SEGMENTED_ATTN attention-backend works across RDNA3/3.5/4 ( #59132 )
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Signed-off-by: root <jeffaw99@hotmail.com >
Signed-off-by: big-yellow-duck <jeffaw99@hotmail.com >
Co-authored-by: Tan Pin Siang <1716735+tanpinsiang@users.noreply.github.com >
Co-authored-by: vllmellm <190700713+vllmellm@users.noreply.github.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-06 07:53:47 +00:00
15c1cc12ac
[Bugfix][EPLB] Use group-local ranks for torch P2P transfers ( #55804 )
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Signed-off-by: LostFox11 <wangziyue17@huawei.com >
Co-authored-by: LostFox11 <wangziyue17@huawei.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: YangShuai52 <178856220+YangShuai52@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-06 07:44:57 +00:00
Tarun Kumar
6ad2e06c4a
fix: exclude flashinfer-jit-cache from wheel install_requires ( #60052 )
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Signed-off-by: Tarun Kumar <takumar@redhat.com >
2026-10-06 06:31:13 +00:00
sungbin1015 and Claude
1e5d0ea888
[CI/Build] Fix incorrect CLI arg validation tests in test_cli_args.py ( #46779 )
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Signed-off-by: sungbin1015 <sbin@solbox.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-06 05:58:47 +00:00
40c86ae1ce
[Kernel] Enable OAI Triton MXFP4 MoE on SM12x ( #58877 )
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Signed-off-by: lazymio <mio@lazym.io >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-10-06 01:49:13 -04:00
Bugen Zhao and Claude Opus 5.5
b3082d3044
[Rust Frontend] Remove the PyO3 tool-parser bridge ( #59744 )
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Signed-off-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 05:46:27 +00:00
Bugen Zhao and Claude Opus 5.5
5145e35e50
[Frontend] Port the MiniMax M3 tool parser to the parser engine ( #59743 )
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Signed-off-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 05:46:27 +00:00
czhu-cohere and aoshen02
6fddc9b21e
[Profiler] Add per-session profiling controls to Python and Rust frontends ( #57875 )
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Signed-off-by: czhu <conway.zhu@cohere.com >
Signed-off-by: Conway Zhu <conway.zhu@cohere.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-06 05:21:19 +00:00
aoshen02 and Claude Opus 5.5
9a1f6fd4cb
[Model][DeepSeek-V4.1] Permute mega-attention wq_b / wo_a while loading ( #60064 )
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Signed-off-by: aoshen02 <aoshen@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 05:20:09 +00:00
Chinmay-Kulkarni-AMD and Cursor Agent
533d81b4b0
[ZenCPU][Test] Add zentorch/torch version pin consistency test ( #52888 )
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Signed-off-by: Chinmay Kulkarni <Chinmay.Kulkarni@amd.com >
Co-authored-by: Cursor Agent <cursoragent@cursor.com >
2026-10-06 13:12:19 +08:00
eb2901b735
[Perf][DSv4.1] Run decoder replay layers in CUDA graphs and trim in PIECEWISE graphs ( #59532 )
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Signed-off-by: Juntian Liu <Juntianl777@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-05 22:11:45 -07:00
21d93d0d8c
[Attention][Model] FP8 KV cache for Triton DiffKV and MiMo-V2.6-Flash ( #58128 )
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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 >
2026-10-05 21:18:29 -07:00
Tianyu Guo
30ab428235
[Bugfix][Attention] Restrict FlashInfer sparse MLA FULL graphs to decode ( #59751 )
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Signed-off-by: Tianyu Guo <guoty@inferact.ai >
2026-10-06 04:13:23 +00:00
lzhan011 and Flora Feng
a3e0243b1c
[Bugfix][Parser] Mistral pre-v11: don't fail requests on unexpected tool call JSON ( #54844 )
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Signed-off-by: lzhan011 <35493221+lzhan011@users.noreply.github.com >
Signed-off-by: Flora Feng <4florafeng@gmail.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-10-06 03:37:30 +00:00
Tianyu Guo and OpenAI Codex
8c417a2dae
[Bugfix][Model] Fix Qwen3-Omni interleaved M-RoPE boundary positions ( #59842 )
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Signed-off-by: Tianyu Guo <guoty@inferact.ai >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-10-06 03:35:53 +00:00
Tianyu Guo
48eb44b719
[Bugfix][KVConnector][NIXL] Fix TP handshake test after per-region FA desc flags ( #60157 )
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Signed-off-by: Tianyu Guo <guoty@inferact.ai >
2026-10-06 03:19:41 +00:00
6fa67afed9
[Bugfix][Core] Retire stale Mamba spec blocks in prefill checkpoint steps ( #59759 )
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Signed-off-by: Simon Veitner <sveitner@redhat.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com >
2026-10-06 11:01:19 +08:00
2b32d9ac6a
[Bugfix][Core] Drop stale block hashes when a session truncates tokens ( #59103 )
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Signed-off-by: David Cheung <d7cheung@gmail.com >
Co-authored-by: Brian Woods <me@brian.biz >
Co-authored-by: Change72 <changg@nvidia.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-10-06 02:51:03 +00:00
b0b23a48d4
[Bugfix] Fix Qwen4Exp FP8 PLE pinned lookup kernel failing to compile below SM89 ( #60142 )
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Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg >
2026-10-06 01:56:44 +00:00
9465e1c783
[Bugfix][NIXL] Recover locally invalidated pull peer metadata ( #55471 )
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Signed-off-by: xijiade.aihemaiti <3146335281@qq.com >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Yannik Hinteregger <37209495+YannikHinteregger@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-05 18:46:53 -07:00
lzhan011 and Flora Feng
9bf4e51030
[Bugfix][Frontend] Malformed $defs in a tool schema should be a 400, not a 500 ( #54850 )
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Signed-off-by: lzhan011 <35493221+lzhan011@users.noreply.github.com >
Signed-off-by: Flora Feng <4florafeng@gmail.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-10-06 01:37:20 +00:00