Alexander Matveev and Alexander Matveev
e3b4fdaf5d
perf: add push-based allreduce for small tensor reductions
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Port SGLang's push-based 2-buffer allreduce protocol into vLLM as a new
communicator backend for small-message reductions. The push protocol
eliminates the two explicit cross-GPU NVLink barrier round-trips used by
the existing barrier-based CustomAllreduce, replacing them with a
sentinel-based data arrival detection mechanism and double-buffered epoch
alternation.
Key advantages over the barrier-based approach:
- Zero barriers: data arrival IS the synchronization (positive-zero sentinel)
- Single NVLink round-trip instead of two barrier exchanges + remote reads
- All SMs active (SM_count CTAs vs 2 CTAs) for higher NVLink bandwidth
- No cudaMemcpy to IPC staging buffer in eager mode
- PDL (griddepcontrol) support for kernel overlap on sm_90+
The new PushAllReduce is inserted in the CudaCommunicator dispatch chain
above the existing CustomAllreduce for messages below a size threshold
(~720 KB at TP=8). Larger messages continue to use the barrier-based
path. The existing CustomAllreduce code is not modified.
Measured results on DeepSeek-V4-Pro (61 layers, TP=8, 8x NVIDIA B200,
BS=1, decode with ISL=4, OSL=33024):
- Throughput: +2.14% (84.06 vs 82.30 tokens/s)
- TPOT: -2.09% (11.90 vs 12.15 ms/token)
Correctness verified via lm_eval gsm8k 5-shot with no regression
(exact_match delta within statistical noise).
The feature can be disabled at runtime via VLLM_DISABLE_PUSH_ALLREDUCE=1
to fall back to the barrier-based path.
Signed-off-by: Alexander Matveev <amatveev@redhat.com >
2026-06-15 16:23:12 -04:00
Flora Feng and GitHub
cd9078fe59
[Frontend] Skip structural tags for auto tool_choice without strict mode ( #45600 )
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Signed-off-by: sfeng33 <4florafeng@gmail.com >
2026-06-15 19:55:31 +00:00
Wentao Ye and GitHub
e18fe932ca
[Perf] Optimize DSv4 prefill chunk planning, 4.0% E2E Throughput Improvement ( #45061 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-06-15 19:50:21 +00:00
51ec5cf08f
[Bugfix] Chat Completions Harmony Refactor Clean up ( #45464 )
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Signed-off-by: Yifan Zong <yzong@redhat.com >
Co-authored-by: Ben Browning <bbrownin@redhat.com >
2026-06-15 14:45:19 -04:00
7e612a0f06
[KV Offloading] Implement reset_cache for TieringOffloadingManager ( #44541 )
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Signed-off-by: Ronen Schaffer <ronen.schaffer@ibm.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-15 18:42:53 +00:00
+1
0a1c5034f5
[Model] Add MiniMax M3 support ( #45381 )
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Signed-off-by: youkaichao <youkaichao@gmail.com >
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Signed-off-by: Bugen Zhao <i@bugenzhao.com >
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com >
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com >
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg >
Co-authored-by: Bugen Zhao <i@bugenzhao.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
Co-authored-by: Roger Wang <hey@rogerw.io >
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com >
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai >
2026-06-16 01:01:25 +08:00
RoyWang and GitHub
a3195fab7b
[AMD][Bugfix][Quantization] Honor fused-name match in is_layer_skipped ( #43981 )
2026-06-15 09:37:52 -07:00
Flora Feng and GitHub
0d80979644
[Chore] Consolidate reasoning/tool parser attributes into unified Parser in chat serving ( #45548 )
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Signed-off-by: sfeng33 <4florafeng@gmail.com >
2026-06-15 11:16:45 -04:00
Saddss and GitHub
588db18362
[Bugfix] Two-phase KV allocation for cross-group prefix cache hits (supersedes #33775 ) ( #44409 )
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Signed-off-by: Saddss <2872669061@qq.com >
2026-06-15 22:39:59 +08:00
fa63bb9db6
Remove redundant Triton KV cache dtype asserts and enforce architectural support (fp8 >= sm89) ( #43914 )
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Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com >
Co-authored-by: Michael Gschwind <mgschwind@nvidia.com >
2026-06-15 06:49:57 -07:00
5ed15f42b9
Fix the E8M0 scale computation in the MXFP4 (W4A4) MOE CUTLASS kernel ( #43557 )
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Signed-off-by: Xin He <xin3.he@intel.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-06-15 06:04:54 -07:00
Juan Pérez de Algaba and GitHub
b997071ec4
(security) Enforce audio upload size limit before full file materialization ( #45510 )
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Signed-off-by: jperezde <jperezde@redhat.com >
2026-06-15 10:25:24 +00:00
Martin Kukla and GitHub
6c5872efc5
[Bugfix] Unset HF's default max_new_tokens for DiffusionGemma ( #45417 )
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Signed-off-by: Martin Kukla <martin.kukla@cantab.net >
2026-06-15 17:31:57 +08:00
wang.yuqi and GitHub
1d88c4dadd
[Docs] Update the online serving docs. ( #45676 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
2026-06-15 17:23:36 +08:00
vllmellm and GitHub
25c53d1293
[ROCm][Doc] Add installation notes about python version requirement ( #45671 )
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Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com >
2026-06-15 17:22:55 +08:00
Yejing Lai and GitHub
9872921c5f
[XPU] skip UT test_with_ngram_gpu_spec_decoding ( #44423 )
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Signed-off-by: Lai, Yejing <yejing.lai@intel.com >
2026-06-15 08:46:30 +00:00
Reid and GitHub
c17e2f7c84
[Bugfix][Rust Frontend] Make metrics respect --served-model-name ( #45465 )
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Signed-off-by: reidliu41 <reid201711@gmail.com >
2026-06-15 08:05:10 +00:00
FAUST and GitHub
40eac9a9d9
[Rust Frontend] Support parallel_tool_calls = false ( #44760 )
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Signed-off-by: zhoujinyu <2319109590@qq.com >
2026-06-15 07:50:48 +00:00
b5adb027ad
[Models] Fix MiMo v2.x QKV TP sharding + FP4 support ( #45200 )
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Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-15 15:13:34 +08:00
Sahil Singh and GitHub
64833f8158
[Rust Frontend] Add external→internal request-id map for abort() ( #45137 )
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Signed-off-by: Sahil Singh <sahiilsiingh37@gmail.com >
2026-06-15 06:51:24 +00:00
ddad5dbda2
[Bugfix][Rust] Sync EngineCoreReadyResponse with the Python dataclass ( #45557 )
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Co-authored-by: Bugen Zhao <i@bugenzhao.com >
Signed-off-by: Will Eaton <weaton@redhat.com >
Signed-off-by: Bugen Zhao <i@bugenzhao.com >
2026-06-15 06:49:42 +00:00
Peter Pan and GitHub
ebb0a71ad0
[Bugfix] Reject out-of-range temperature values in SamplingParams ( #44965 )
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Signed-off-by: Peter Pan <Peter.Pan@daocloud.io >
2026-06-14 23:12:44 -07:00
Ting SUN and GitHub
48df95c43e
[Feature][Frontend] Report multimodal token counts in usage.prompt_tokens_details ( #45458 )
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Signed-off-by: Ting Sun <suntcrick@gmail.com >
2026-06-15 05:20:58 +00:00
7df4fe1bd7
[Model] Remove XverseForCausalLM ( #45638 )
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Signed-off-by: Xianbao QIAN <xianbao.qian@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-06-14 22:09:00 -07:00
b8336c3c7c
[Bugfix][V1] Split V2 model-runner attention groups on num_heads_q ( #45564 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
Signed-off-by: Nick Hill <nickhill123@gmail.com >
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com >
Co-authored-by: Nick Hill <nickhill123@gmail.com >
2026-06-14 21:49:46 -07:00
e8d3e22c88
Fix included router missing path for FastAPI >=0.137 ( #45629 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com >
2026-06-15 04:28:52 +00:00
c4a3f9d137
[Frontend] Add Streaming Parser Engine and new Qwen3 Parser ( #45413 )
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Signed-off-by: Ben Browning <bbrownin@redhat.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-06-15 11:59:05 +08:00
Flora Feng and GitHub
e3e3cd5458
[Bugfix][CI] Update Dockerfile dependency graph PNG ( #45602 )
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Signed-off-by: sfeng33 <4florafeng@gmail.com >
v0.23.1rc0
2026-06-15 10:35:24 +08:00
Li, Jiang and GitHub
8760f972ca
[CPU] Refine CPU attention frontend ( #45391 )
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Signed-off-by: jiang1.li <jiang1.li@intel.com >
2026-06-14 19:26:54 -07:00
b675cb7d0f
[Bugfix][CPU] Honor cgroup memory limit when computing KV cache size ( #45086 )
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Signed-off-by: baoloongmao <baoloongmao@tencent.com >
Co-authored-by: Li, Jiang <jiang1.li@intel.com >
2026-06-14 19:26:50 -07:00
Chaojun Zhang and GitHub
2725c84aae
[XPU] Enable sequence parallel support for XPU ( #38608 )
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Signed-off-by: chaojun-zhang <chaojun.zhang@intel.com >
Signed-off-by: Chaojun Zhang <chaojun.zhang@intel.com >
Signed-off-by: Chaojun,Zhang <chaojun.zhang@intel.com >
2026-06-14 19:26:46 -07:00
Noa Neria and GitHub
1801fad0ba
[Bugfix] Stream Llama4 weight loading to avoid host-OOM with copy-returning loaders ( #44645 )
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Signed-off-by: Noa Neria <nneria@nvidia.com >
2026-06-14 19:23:44 -07:00
Ting SUN and GitHub
3d6ce816f0
[Bugfix][Model] Validate runai_streamer model_loader_extra_config ( #45291 )
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Signed-off-by: Ting Sun <suntcrick@gmail.com >
2026-06-14 19:23:30 -07:00
Taneem Ibrahim and GitHub
2c764c089a
Added real /v1/embeddings support for messages + chat_template_kw ( #45173 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-06-15 09:08:10 +08:00
Michael Ma and GitHub
c621af1690
[BugFix] Fix prompt_embeds for multimodal models ( #45383 )
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Signed-off-by: ruinan ma <r7ma3088@gmail.com >
2026-06-14 01:44:56 -07:00
Roger Wang and GitHub
e2bf2b3d84
[Perf] Use bisect for mm feature lookup in model runner v2 ( #45566 )
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Signed-off-by: Roger Wang <hey@rogerw.io >
2026-06-14 00:22:53 -07:00
Amanzhol Salykov and GitHub
725c3bc808
[ROCm][Perf] Enable W4A16 FlyDSL MoE ( #44400 )
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Signed-off-by: amd-asalykov <asalykov@amd.com >
Signed-off-by: Amanzhol Salykov <asalykov@amd.com >
2026-06-14 00:14:39 -07:00
9548a1887f
[XPU] Support int4 group_size=32 W4A16 MoE ( #45136 )
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Signed-off-by: Marceli Fylcek <marceli.fylcek@intel.com >
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com >
2026-06-14 00:14:35 -07:00
Jeff (Junze) Ma and GitHub
9fd737badc
[Bugfix][DCP] Fix illegal memory access in DCP a2a decode under full CUDA graphs ( #45487 )
2026-06-14 00:14:31 -07:00
4ef4492e9b
[V1][Spec Decode] Add Dynamic SD ( #32374 )
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Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com >
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com >
2026-06-14 00:14:27 -07:00
78e7293bb1
[Build] Fix CUDA arch build coverage gaps ( #45277 )
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Signed-off-by: Shengqi Chen <harry-chen@outlook.com >
Co-authored-by: Xin Li <xinli-sw@users.noreply.github.com >
Co-authored-by: ShawRong <ShawRong@users.noreply.github.com >
Co-authored-by: Change72 <Change72@users.noreply.github.com >
2026-06-13 22:09:20 -07:00
54bbf51668
[Bugfix] nightly Docker images crash with ImportError: AnthropicOutputConfig since May 28 ( #44795 )
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Signed-off-by: achyuthan.s <113010327+Achyuthan-S@users.noreply.github.com >
Signed-off-by: Achyuthan S <achyuthan.sivasankar@gmail.com >
Signed-off-by: Achyuthan Sivasankar <achyuthan.sivasankar@gmail.com >
Co-authored-by: Shengqi Chen <harry-chen@outlook.com >
2026-06-13 21:45:29 -07:00
Nick Hill and GitHub
cf027b86af
[Core] Simplify MRV2 async output handling ( #45442 )
2026-06-13 18:15:36 -07:00
71b961dd35
[Perf] SM90 cutlass fp8 mm supports odd M by swap_ab, 180~290% kernel performance improvement ( #44572 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-13 12:05:45 -07:00
521b88c29e
[Bugfix] Reject structured outputs for diffusion decoders with a clear error ( #45468 )
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Signed-off-by: Wayne Chiu <waynehacking8@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-06-13 12:04:01 -07:00
Harry Mellor and GitHub
b3f0a0a0df
Fix docs build on main ( #45536 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-06-13 08:53:23 -07:00
Juan Pérez de Algaba and GitHub
470229c37e
[Security] Fix DoS via prompt_embeds on M-RoPE models ( #45252 )
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Signed-off-by: jperezde <jperezde@redhat.com >
2026-06-13 10:17:38 +00:00
2b3006076c
[Security] Add timeout guard for regex compilation in structured outp… ( #45118 )
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Signed-off-by: jperezde <jperezde@redhat.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-06-13 09:52:56 +00:00
Wentao Ye and GitHub
96fa5cdd9e
[CI Bug] Fix ValueError: There is no module or parameter named 'model.vision_tower.vision_model' ( #45478 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-06-13 02:38:37 -07:00
Andreas Karatzas and GitHub
9261dbbc55
Treat null completion max_tokens like the default ( #45491 )
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Signed-off-by: Andreas Karatzas <akaratza@amd.com >
2026-06-13 09:34:09 +00:00