Commit Graph
2225 Commits
Author SHA1 Message Date
Yongye ZhuandClaude 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 ZhuandClaude 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
bairongzGitHubzhuangbaironggemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
0a201b60cf [Model] support Qianfan-OCR model (#40136)
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 YeandGitHub 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 BonanniandGitHub be5983b874 [Docs] Add non-causal support to attention backend docs (#41643)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-05-04 20:35:15 +00:00
Taneem IbrahimandGitHub 54dc64d5d3 [Doc] Add Qwen3-30B-A3B-Thinking-2507-FP8 to batch invariance verified models (#41513)
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)
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
ChaunceyandGitHub ae3b4deb8a [Doc] Add Codex usage example (#41358)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2026-05-01 22:27:43 -07:00
Luka GovedičandGitHub d58c42e19c [vLLM IR] 2/N fused_add_rms_norm and maybe_inplace overload (#36823)
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 CalderonandGitHub 964a4bc2a5 [MM][CG] Support ViT CG for Qwen2.5-VL (#40830)
Signed-off-by: John Calderon <jcalderon@nvidia.com>
2026-05-02 11:10:14 +08:00
Matthew BonanniGitHubMichael GoinLucas Wilkinsonmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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)
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
sychen52andGitHub 947138b6c2 Add nvfp4 kv cache support (#40177)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-05-01 04:55:16 +00:00
Dong WandGitHub 7198940b39 [Model] Add Moondream3 model support(only query and caption skills) (#32325)
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)
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)
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)
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
Xiaoshuang WangGitHubCyrus Leungmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
b55b26520c [MoE] Make MoERunnerInterface a PluggableLayer for OOT support (#35178)
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
ChaunceyGitHubmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
faab189554 [Feature]: IndexCache support for DSA models (#37735)
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 ZhaoandGitHub 91a2d39014 [Models] Cohere MoE (#40817)
Signed-off-by: Terrencezzj <terrence@cohere.ai>
2026-04-29 15:54:54 +00:00
Tianmu LiGitHubClaudeLi, Jiang <jiang1.li@intel.com>
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-MoralesandGitHub 1312f07531 [Feature] add cohere reasoning and tool parsers (#40422)
Signed-off-by: walterbm <walter.beller.morales@gmail.com>
2026-04-28 21:07:53 -07:00
a085b5257d [Docs] [QeRL] Layerwise Reloading Documentation (#40317)
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 BryantandGitHub f05f3664c3 [Doc] Add missing API endpoints to security documentation (#40532)
Signed-off-by: Russell Bryant <rbryant@redhat.com>
2026-04-28 21:53:19 +00:00
wang.yuqiandGitHub a8208e6a81 [Examples] Resettle features examples. (#40995)
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
2026-04-28 00:33:41 -07:00
7a1eb8ac2e [Model] update for mimo v25 (#41029)
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.yuqiandGitHub 8d8062d0a7 [Examples] Resettle generate examples. (#36464)
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)
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 ZhuandGitHub e8ee2a78db [Attention] use diff kv backend for mimo v2 flash (#40045)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
2026-04-24 11:25:55 +00:00
Dmitry TokarevandGitHub 6dec49f27e [Build] Bump CUDA to 13.0.2 to match PyTorch 2.11.0 (#40669)
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)
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-04-24 06:05:49 +00:00
wang.yuqiGitHubgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Cyrus Leung
9744b699ba [Deprecate] Deprecate LLM.reward offline api, use LLM.encode instead. (#40688)
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
Sophie du CouédicGitHubgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
ff2c2bd80a [Docs]Add documentation for bench serve visualization arguments (#40539)
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)
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 JiandGitHub 53ecc807c0 [XPU] Upgrade torch 2.11 for xpu (#37947)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-23 10:07:35 -05:00
d0009ddb0b [Model] Support Hy3 preview (#40681)
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 CaoandGitHub 9c271f9403 [gRPC] Add standard gRPC health checking (grpc.health.v1) for Kubernetes native probes (#38016)
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)
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
storyiconGitHubmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
6aa057c9d7 [Multimodal] Support custom video metadata for pre-extracted frame sequences (#40133)
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-essentialandGitHub 123674879e [Model] Add block-local attention and YaRN for local layers to Gemma3 (#39823)
Signed-off-by: Philip Monk <169196560+philip-essential@users.noreply.github.com>
2026-04-21 23:34:50 -07:00
Ekagra RanjanGitHubgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Cyrus Leung
4eafc72928 [Audio] Bundle get_generation_prompt() params into SpeechToTextParams (#36268)
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
Carl YGitHubmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
4506319a28 [compile] mla + group fp8 fusion (#38877)
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 ShenandGitHub 936e0b79aa [MM][CG] Optimize default max_frames_per_batch auto-infer for ViT CUDA graph video inference (#40445)
Signed-off-by: shen-shanshan <467638484@qq.com>
2026-04-21 14:47:53 +00:00
Yusuf MohammadGitHubmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
ec5ef0ac73 [Doc] Add Qwen3 AWQ models to documentation (#40034)
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)
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
wang.yuqiGitHubCyrus Leungmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
d2e2e856ad [Frontend] Remove frontend pooling multi task support. (#37861)
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 YeandGitHub 301024aa9c [Deprecation] Deprecate cprofile and cprofile_context (#39100)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-21 11:25:22 +08:00