Yongye Zhu and Claude Opus 4.7
964c6eb485
[Attention][TokenSpeed MLA] Fix decode FP8 numerics: pass output_scale and assert FP8 Q
...
The decode kernel needs both bmm scales to recover correct outputs from an
FP8 KV cache: bmm1 (softmax_scale = scale * q_scale * k_scale) and bmm2
(output_scale = k_scale, since V is stored as V_real / k_scale). We were
only passing bmm1, which left bmm2 = 1.0 and produced silently wrong output.
Also assert query dtype is float8_e4m3fn on entry to forward_mqa.
supports_quant_query_input=True (inherited from MLACommonImpl) tells the
upstream pipeline to FP8-quantize Q via _decode_concat_quant_fp8_op; the
kernel is shape-specialized for FP8 Q + FP8 KV, so any other dtype here
means the upstream quant path didn't run and the kernel will produce
garbage. Failing loud beats failing silent.
Verified: gsm8k matches reference with TOKENSPEED_MLA decode +
FLASH_ATTN prefill on Kimi-K2.5-NVFP4 / TP=4 / B200.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
2026-05-06 02:49:09 +00:00
Yongye Zhu and Claude Opus 4.7
d0e6514bf8
[Attention] Add TOKENSPEED_MLA backend for DeepSeek R1 prefill + decode on Blackwell
...
Wires the tokenspeed_mla CuTe DSL kernels into vLLM as a new MLA backend,
covering both prefill (tokenspeed_mla_prefill) and decode
(tokenspeed_mla_decode). Targets Blackwell (SM100) with FP8 KV cache and
DeepSeek R1 MLA dimensions; users opt in via -ac
'{"backend":"TOKENSPEED_MLA","mla_prefill_backend":"TOKENSPEED_MLA"}'.
Includes numeric parity tests against the trtllm reference kernels.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
2026-05-06 02:49:09 +00:00
0a201b60cf
[Model] support Qianfan-OCR model ( #40136 )
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Signed-off-by: bairongz <baiyuu.cs@gmail.com >
Signed-off-by: zhuangbairong <zhuangbairong@baidu.com >
Co-authored-by: zhuangbairong <zhuangbairong@baidu.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-05-05 10:51:25 +00:00
Wentao Ye and GitHub
577b9623e6
[Bug] Fix status update address for non-MOE model within external dp mode ( #40839 )
...
Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-05-04 16:37:16 -07:00
Matthew Bonanni and GitHub
be5983b874
[Docs] Add non-causal support to attention backend docs ( #41643 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
2026-05-04 20:35:15 +00:00
Taneem Ibrahim and GitHub
54dc64d5d3
[Doc] Add Qwen3-30B-A3B-Thinking-2507-FP8 to batch invariance verified models ( #41513 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-05-03 08:47:55 -04:00
4f7309fcc0
[CI] Add ci-fetch-log.sh helper for Buildkite job logs ( #41517 )
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Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-05-02 15:23:59 -07:00
Chauncey and GitHub
ae3b4deb8a
[Doc] Add Codex usage example ( #41358 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com >
2026-05-01 22:27:43 -07:00
Luka Govedič and GitHub
d58c42e19c
[vLLM IR] 2/N fused_add_rms_norm and maybe_inplace overload ( #36823 )
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Signed-off-by: Luka Govedič <lgovedic@redhat.com >
Signed-off-by: Luka Govedič <ProExpertProg@users.noreply.github.com >
2026-05-01 23:41:15 -04:00
John Calderon and GitHub
964a4bc2a5
[MM][CG] Support ViT CG for Qwen2.5-VL ( #40830 )
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Signed-off-by: John Calderon <jcalderon@nvidia.com >
2026-05-02 11:10:14 +08:00
f3fef12350
[Attention] Abstract the MLA prefill backends and eliminate cuDNN ( #32623 )
...
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: Michael Goin <mgoin64@gmail.com >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-01 13:36:20 -04:00
bc635fad23
[ROCm][Deepseek] dsv3.2 further optimization ( #41217 )
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Signed-off-by: ganyi <ygan@amd.com >
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com >
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com >
2026-05-01 23:06:00 +09:00
sychen52 and GitHub
947138b6c2
Add nvfp4 kv cache support ( #40177 )
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Signed-off-by: Shiyang Chen <shiychen@nvidia.com >
2026-05-01 04:55:16 +00:00
Dong W and GitHub
7198940b39
[Model] Add Moondream3 model support(only query and caption skills) ( #32325 )
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Signed-off-by: Dong Wang <dongw2019@gmail.com >
2026-05-01 10:06:48 +08:00
14043dfecd
feat: Enable prompt_embeds Content Part Support in vLLM Chat Completions API ( #40720 )
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Signed-off-by: Luis Robaina <luis@protopia.ai >
Signed-off-by: Luis Robaina 🚀 <luisfabian1545@gmail.com >
Signed-off-by: LuisRobaina <luis@protopia.ai >
Co-authored-by: Andrew Sansom <qthequartermasterman@gmail.com >
2026-05-01 10:05:55 +08:00
4d5c89295b
(bugfix): block_size check for flex attn ( #41363 )
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Co-authored-by: Matthew Bonanni <mbonanni@redhat.com >
2026-04-30 18:59:26 -07:00
b4806c8ee1
[DSV4] Add BF16 and MXFP8 A2A support for flashinfer a2a one sided ( #40960 )
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Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com >
Co-authored-by: Zijing Liu <liuzijing2014@users.noreply.github.com >
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
2026-04-30 15:33:12 -07:00
b55b26520c
[MoE] Make MoERunnerInterface a PluggableLayer for OOT support ( #35178 )
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Signed-off-by: wxsIcey <1790571317@qq.com >
Signed-off-by: Icey <1790571317@qq.com >
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-30 03:31:08 -07:00
faab189554
[Feature]: IndexCache support for DSA models ( #37735 )
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Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-29 15:15:35 -04:00
Terrence Zhao and GitHub
91a2d39014
[Models] Cohere MoE ( #40817 )
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Signed-off-by: Terrencezzj <terrence@cohere.ai >
2026-04-29 15:54:54 +00:00
22524f7a92
[Feat] CPU fp8 attn for AMX/AVX-512 ( #39445 )
...
Signed-off-by: Li, Tianmu <tianmu.li@intel.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Li, Jiang <jiang1.li@intel.com >
2026-04-29 20:43:21 +08:00
Walter Beller-Morales and GitHub
1312f07531
[Feature] add cohere reasoning and tool parsers ( #40422 )
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Signed-off-by: walterbm <walter.beller.morales@gmail.com >
2026-04-28 21:07:53 -07:00
a085b5257d
[Docs] [QeRL] Layerwise Reloading Documentation ( #40317 )
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Signed-off-by: Kyle Sayers <kylesayrs@gmail.com >
Co-authored-by: Flora Feng <4florafeng@gmail.com >
2026-04-28 21:06:38 -07:00
Russell Bryant and GitHub
f05f3664c3
[Doc] Add missing API endpoints to security documentation ( #40532 )
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Signed-off-by: Russell Bryant <rbryant@redhat.com >
2026-04-28 21:53:19 +00:00
wang.yuqi and GitHub
a8208e6a81
[Examples] Resettle features examples. ( #40995 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
2026-04-28 00:33:41 -07:00
7a1eb8ac2e
[Model] update for mimo v25 ( #41029 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Copilot <copilot@github.com >
2026-04-27 21:52:54 -07:00
c245d35ff4
[Model] Add MiMo-V2.5 support ( #40967 )
...
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com >
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: zjy0516 <zhujiangyun@inferact.ai >
Co-authored-by: yasong <yasong.wang@inferact.ai >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
Co-authored-by: Copilot <copilot@github.com >
2026-04-27 13:26:51 +00:00
wang.yuqi and GitHub
8d8062d0a7
[Examples] Resettle generate examples. ( #36464 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
2026-04-27 07:48:37 +00:00
5d5c776444
[Perf] FP8 FlashInfer Attn for ViT ( #38065 )
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Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com >
Co-authored-by: Yubo Gao <ybgao-nvidia@users.noreply.github.com >
2026-04-27 13:44:15 +08:00
+8
4d51588e23
[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 >
2026-04-26 18:31:08 -07:00
f768b4473e
[Docs] Add docs for context extension using the yarn method ( #37430 )
...
Signed-off-by: xiaoming <1259730330@qq.com >
Signed-off-by: labAxiaoming <34019940+labAxiaoming@users.noreply.github.com >
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com >
2026-04-24 08:26:09 -07:00
Jiangyun Zhu and GitHub
e8ee2a78db
[Attention] use diff kv backend for mimo v2 flash ( #40045 )
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Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
2026-04-24 11:25:55 +00:00
Dmitry Tokarev and GitHub
6dec49f27e
[Build] Bump CUDA to 13.0.2 to match PyTorch 2.11.0 ( #40669 )
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Signed-off-by: Dmitry Tokarev <dtokarev@nvidia.com >
2026-04-24 10:27:11 +00:00
079a4cf399
[MoE] Move cutlass moe to fused_moe/experts/ ( #40574 )
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Signed-off-by: Jackmin801 <ongjackm@gmail.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-04-24 06:05:49 +00:00
9744b699ba
[Deprecate] Deprecate LLM.reward offline api, use LLM.encode instead. ( #40688 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com >
2026-04-24 05:37:50 +00:00
ff2c2bd80a
[Docs]Add documentation for bench serve visualization arguments ( #40539 )
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Signed-off-by: Sophie du Couédic <sop@zurich.ibm.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-23 15:48:29 -07:00
0098db9ec1
[ROCm] Implement GPU-to-NUMA-node detection ( #40015 )
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Signed-off-by: Patrick Schlangen <pschlan@amd.com >
Co-authored-by: TJian <tunjian.tan@embeddedllm.com >
2026-04-23 10:08:48 -05:00
Kunshang Ji and GitHub
53ecc807c0
[XPU] Upgrade torch 2.11 for xpu ( #37947 )
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Signed-off-by: Kunshang Ji <kunshang.ji@intel.com >
2026-04-23 10:07:35 -05:00
d0009ddb0b
[Model] Support Hy3 preview ( #40681 )
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Signed-off-by: stevenkuang <stevenkuang@tencent.com >
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com >
2026-04-23 22:08:26 +08:00
Honglin Cao and GitHub
9c271f9403
[gRPC] Add standard gRPC health checking (grpc.health.v1) for Kubernetes native probes ( #38016 )
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Signed-off-by: Honglin Cao <Caohonglin317@hotmail.com >
2026-04-22 21:31:00 +00:00
ecbe42e991
[Doc] Clarify supported keys for --speculative-config ( #40455 )
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Signed-off-by: Wangxiaoxiaoa <Wangxiaoxiaoa@users.noreply.github.com >
Co-authored-by: Wangxiaoxiaoa <Wangxiaoxiaoa@users.noreply.github.com >
2026-04-22 04:36:17 -07:00
6aa057c9d7
[Multimodal] Support custom video metadata for pre-extracted frame sequences ( #40133 )
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Signed-off-by: storyicon <storyicon@foxmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-22 15:50:04 +08:00
philip-essential and GitHub
123674879e
[Model] Add block-local attention and YaRN for local layers to Gemma3 ( #39823 )
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Signed-off-by: Philip Monk <169196560+philip-essential@users.noreply.github.com >
2026-04-21 23:34:50 -07:00
4eafc72928
[Audio] Bundle get_generation_prompt() params into SpeechToTextParams ( #36268 )
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Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com >
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com >
2026-04-22 12:24:18 +08:00
4506319a28
[compile] mla + group fp8 fusion ( #38877 )
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Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-21 23:16:58 -04:00
Shanshan Shen and GitHub
936e0b79aa
[MM][CG] Optimize default max_frames_per_batch auto-infer for ViT CUDA graph video inference ( #40445 )
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Signed-off-by: shen-shanshan <467638484@qq.com >
2026-04-21 14:47:53 +00:00
ec5ef0ac73
[Doc] Add Qwen3 AWQ models to documentation ( #40034 )
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Signed-off-by: Yusuf <yusufmohammad@live.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-21 09:37:41 -04:00
d249a9e90e
Add Granite 4.1 Vision as built-in multimodal model ( #40282 )
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Signed-off-by: Artem Spector <artems@il.ibm.com >
Signed-off-by: artemspector <artems@il.ibm.com >
Co-authored-by: artemspector <artems@il.ibm.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
2026-04-21 05:43:39 -07:00
d2e2e856ad
[Frontend] Remove frontend pooling multi task support. ( #37861 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-21 12:27:44 +00:00
Wentao Ye and GitHub
301024aa9c
[Deprecation] Deprecate cprofile and cprofile_context ( #39100 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-04-21 11:25:22 +08:00