Commit Graph
2999 Commits
Author SHA1 Message Date
Zhenzhong XuandKunshang Ji bd575a0d0b [AutoRound] Support AutoRound Format Block-Wise FP8 in vLLM (#47434)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-31 22:56:20 +08:00
Jee Jee Li e2c8eeac40 [kernel] Fused embedding kernel (#53677)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-08-31 11:34:14 +00:00
jl9876andKunshang Ji 1b9539d37c [Quantization][Autoround][XPU] Support AutoRound MXFP8 MoE models (#51248)
Signed-off-by: jl9876 <jia.li@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-31 16:37:01 +08:00
zofiaandopencode 2a61f060d3 [XPU] Ensure unquantized linear weight is N-contiguous (#53536)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: opencode <noreply@opencode.ai>
2026-08-31 16:01:24 +08:00
Li, Jiang fdbf2ddbd2 [Bugfix][CPU] Fix several bugs (#54042)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2026-08-31 15:33:06 +08:00
Jee Jee Li 8e92248f79 [Kernel] Retire the DSv3 router GEMM CUDA kernel (#54040)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-08-31 07:15:31 +00:00
+5 e126687a9a [Model] Support Qwen3.8-Flash-Next (#53896)
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: lishunyang12 <lishunyang03@gmail.com>
Signed-off-by: Harry Huang <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: KungYork <firelikest@163.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: andyluo7 <43718156+andyluo7@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: lishunyang12 <lishunyang03@gmail.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-31 05:57:56 +00:00
7ab2923489 [Flashinfer] Upgrade Flashinfer version to 0.6.18 (#54313)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
2026-08-30 16:01:05 -07:00
Aditya JhaandClaude 9d0fe9bac8 [Bugfix][Quantization][MoE] Route weight only NVFP4 checkpoints through W4A16 (#54427)
Signed-off-by: Aditya Jha <4adityajha@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-08-30 13:02:15 -04:00
Jiangyun ZhuandOpenAI Codex 8c51b92654 [Bugfix] Avoid global config lookup in sparse indexer forward (#54400)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-30 03:31:47 -07:00
Simon Danielssonmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Shanshan Shen
2c7d7dd64a [Perf][ROCm] Dual-stream decode with hipgraphs (#52033)
Signed-off-by: simondanielsson <simon.danielsson99@hotmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
2026-08-30 08:24:20 +00:00
hcl b5707bf994 [Bugfix][MoE] Enable cuBLAS out_dtype router GEMM on all CUDA archs (fixes family-120/GB10) (#54048)
Signed-off-by: Chenglun Hu <chenglunhu@gmail.com>
2026-08-29 19:18:42 -07:00
Shenglei FuandClaude Fable 5 129087ddab [Perf] Reuse topk SparseMatrix routing metadata in GPT-OSS MoE forward (#45457)
Signed-off-by: Shenglei Fu <sfu@confluent.io>
Signed-off-by: Shenglei Fu <117230642+ShengleiFu@users.noreply.github.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-08-29 12:14:39 -04:00
Nicolò Lucchesi 7f4793eaa3 [Nixl][PD] DCP support for MLA models (#50611)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
2026-08-29 16:03:53 +00:00
b2f685834a [Hy4] support Hy4-preview model (#54160)
Signed-off-by: chengvjiang <chengvjiang@tencent.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: chengvjiang <chengvjiang@tencent.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: russellfeng <russellfeng@tencent.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-08-29 12:07:28 +08:00
Nick Hill 6c18a54648 [Perf] Avoid h2d copies from non-pinned CPU tensors (#54299)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
2026-08-29 12:06:30 +08:00
46a83642f6 [Perf] Pin CPU tensors before non_blocking H2D in three MM paths (#54292)
Signed-off-by: Keyi Li <likey6688@gmail.com>
Co-authored-by: Keyi Li <likey6688@gmail.com>
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com>
2026-08-28 20:13:40 -07:00
Nick HillandKimi Code 70732942c6 [Bugfix][ROCm] Pre-allocate wvSplitKrc static workspaces before KV init (#54247)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Kimi Code <noreply@moonshot.ai>
2026-08-28 14:22:53 -07:00
xuebwang-amd 06569a8696 [ROCm][Quantization][MOE] Enable fused shared experts for block-quantized FP8 (#53097)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-08-28 09:23:07 -07:00
maobaolongandCodex 6f7df92a8e [CPU][MLA] Fix prefill backend selection so MLA runs end-to-end on CPU (#51471)
Signed-off-by: baoloongmao <baoloongmao@tencent.com>
Co-authored-by: Codex <codex@openai.com>
2026-08-28 12:36:55 +08:00
Thien Tran 6ec92bcbc8 [Kimi-K3] Merge MLA gate into QKV-A projection (#54015)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
2026-08-27 17:47:18 -07:00
7c877062ac [kernel] Integrate FlashInfer BF16 CuTeDSL Low Latency GEMM (#50572)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-08-27 22:29:12 +00:00
Matthew BonanniandOpenAI Codex de9250ac9e [Attention] Enable masked MHA for GLM-5 head dimensions (#53785)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-08-27 21:17:12 +00:00
Chauncey 7d5769b2d9 [Perf][DSv4] Use native CUDA SwiGLU clamp kernel for Humming MoE (throughput +1.40%) (#53685)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
2026-08-27 13:52:45 -07:00
Elvir Crnčević 674c284dbd Fix Humming MoE activation_output aliasing (#54056) 2026-08-27 18:28:38 +00:00
Khushali Desai c7b0467c25 buffer size insuffient Dspark sd for FlashInfer MNNVL allreduce (#50932) 2026-08-27 11:01:08 -04:00
Robert ShawandRobert Shaw 6a5e8f5979 [DeepEPv2] Support MXFp8 Activation Scale Dispatch (#51398)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-08-26 12:26:11 +00:00
2267d3b112 [AttentionBackend][HPC-ops] update hpc rope norm to support stride kv cache (#53705)
Signed-off-by: chengvjiang <chengvjiang@tencent.com>
Co-authored-by: chengvjiang <chengvjiang@tencent.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
2026-08-26 08:20:28 +00:00
nicholaskh-ainizhang1Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
044b05220e [Kernel][Perf] Tune fused_moe FP8 config for Qwen3.5 on L40S (+7%) (#53819)
Signed-off-by: nizhang1 <nizhang1@coupang.com>
Co-authored-by: nizhang1 <nizhang1@coupang.com>
Co-authored-by: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
2026-08-26 04:02:26 +00:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> a5e0045433 [Refactor] Remove dead code quantization 2 (#52821)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-25 20:28:44 -07:00
Elvir CrnčevićClaude Opus 4.8Tyler Michael Smithmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
ca29cd48ba [Quantization][Humming] Support MXFP4 weight + block-FP8 activation for MoE (#51332)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Elvir Crnčević <elvircrn@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-25 10:21:00 -04:00
Harry MellorandClaude Opus 5 b2dd9ce73d [Docs] Fix docstring continuation indentation in routed_experts.py (#53604)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-25 02:27:16 +00:00
kiroxuandOpenAI Codex 07ef21bc69 [Kernel][Perf] Enable fused QK-norm + partial MRoPE + gate for Qwen3.6 (#52676)
Signed-off-by: kiroxu <148877251+BabyDrangoner@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-24 18:28:49 -07:00
Giancarlo Delfin d154d90d6c [Model Runner V2] batch-sharded sample (#50465)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
2026-08-24 15:49:57 -07:00
Wentao Ye f59bb0bd8c [Refactor] Refactor batch invariance folder (#53619)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-24 14:31:36 -07:00
Lio Einaudiandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 7797b6022c [Kernel][Perf] Per-architecture tuned configs for batch-invariant persistent matmul (~3x decode kernels on RTX 4090D/H20) (#53247)
Signed-off-by: LioEinaudi <zhao3024667639@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-24 11:28:51 -04:00
Wentao Ye 29c9af5211 [Kimi K3 Refactor] Add UnfinalizedMoEOutput proto following up for #53152 (#53310)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-24 11:21:11 -04:00
cjackal 22099afc64 [Bugfix][DCP] Handle sparse MLA metadata after DCP Manager refactor (#52377)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
2026-08-24 15:02:48 +00:00
Taneem Ibrahim 79bb395eea [Pooling] Improve BGE-M3 sync pooling throughput by up to 3.13% (#53464)
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
2026-08-24 08:33:32 -04:00
a4d70bef37 [Model Runner V2] Reserve CUDA graph memory (#53306)
Signed-off-by: Anh Tran <anh.tran.3889@gmail.com>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Anh Tran <anh.tran.3889@gmail.com>
Co-authored-by: anhtra3889 <anhtra@nvidia.com>
2026-08-23 23:11:19 -07:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟andJee Jee Li 702e1d7186 [LoRA] feat: Support LoRA for DeepSeek V4 (#53361)
Signed-off-by: Hollow Man <hollowman@opensuse.org>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
2026-08-24 03:57:57 +00:00
JensTonoken3mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
da329cc303 [Bugfix] Fix speculative decoding for short_conv (LFM2) models (#50272)
Signed-off-by: jens.luecke <jens.luecke@liquid.ai>
Co-authored-by: Tonoken3 <sakamakismile@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-22 13:34:22 +00:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟 b2db227a7c [Bugfix][R3] Unwrap UniformTypeKVCacheSpecs when selecting the routed-experts KV group (#53240)
Signed-off-by: Hollow Man <hollowman@opensuse.org>
2026-08-21 19:13:53 -07:00
stefankoncarevic 7f4a1b7e24 [Bugfix][ROCM] Fix the MXFP8 block scale exponent (#53110)
Signed-off-by: Stefan Koncarevic <Stefan.Koncarevic@amd.com>
2026-08-22 01:26:19 +00:00
Lucas Wilkinson 8bdc70ec7b [6/N][KV-Cache Layout Refactor] Standardize KV cache layout (#51718)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
2026-08-21 17:47:49 -07:00
vllm-agentandvllm-ci-failure-analyzer ba53da60bb Revert "[Bugfix][MoE] Tune FlashInfer experts to scheduler token limit" (#52989) (#53186)
Co-authored-by: vllm-ci-failure-analyzer <kevin@inferact.ai>
2026-08-21 12:39:28 -06:00
7a2fdbaac4 [K3 Perf] Fuse MXFP4 top-k finalization into latent-tail, ~5% E2E latency reduction (#53152)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-21 13:29:59 -04:00
Fangzhou Ai fe76112ff2 [ROCm][Perf] Optimize DeepSeek V4 C4A top-k with AITER (#52882) 2026-08-21 10:00:39 -07:00
ErenAta16 fbb17e780b [Bugfix] Fix six quantization exception messages split across positional args (#50479)
Signed-off-by: ErenAta16 <erena6466@gmail.com>
2026-08-21 09:06:56 -07:00
Luke Alonsoandmgoin 2740c817ff [Kernel] Add b12x FP4 MoE backend (#52018)
Signed-off-by: Luke Alonso <lalonso@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Misha Goin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-08-21 08:04:36 -07:00