Commit Graph
2307 Commits
Author SHA1 Message Date
Yuankai Chenandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 2e777d21a8 [Bugfix][Rocm]Aiter MoE re-uses existing tensor addresses after weight update. (#40390)
Signed-off-by: Yuankai Chen <yuankach@amd.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-05-06 10:32:26 +00:00
Matthew Bonanni 01b9b5af67 [Attention] Minor refactor: layer takes ownership of the MLA prefill backend (#41744)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-05-05 23:22:41 +00:00
Matej SirovatkaandTyler Michael Smith 48954de237 Fix DeepGEMM ep_scatter output address overflow (#39213)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
2026-05-05 18:56:56 +00:00
628c436301 [New Model][ROCm] Add AMD support for DeepSeek V4 (#40871)
Signed-off-by: ganyi <ygan@amd.com>
Signed-off-by: whx-sjtu <xiaowang990929@gmail.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: tjtanaavllm <tunjian.tan@amd.com>
Co-authored-by: ganyi <ygan@amd.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaavllm <tunjian.tan@amd.com>
2026-05-05 08:55:37 -07:00
Harry Mellor 84bd8a3c1e Remove unnecessary runtime asserts from linear layers (#41729)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-05-05 14:42:56 +00:00
Luciano MartinsandLuciano Martins 6bb924bbf3 [Model] Fix Gemma4 MoE activation mismatch (#41574)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
2026-05-05 04:34:11 +00:00
Bowen Bao 1e9500410a [ROCm][Quantization][2/N] Refactor quark_moe w4a8 w/ oracle (#39136)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
2026-05-04 19:50:38 -07:00
Nick Hill 416f9cdede [Perf][2/n] Eliminate GPU<->CPU syncs in pooling code (#41433)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
2026-05-05 02:43:25 +00:00
Chendi.XueandKunshang Ji 685bf811d6 [XPU] enable is_act_and_mul for xpu (#37481)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-05-05 01:07:39 +00:00
4f2af1a7c0 [Feature] TurboQuant: support hybrid models and uniform quantization (#39931)
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Jim Smith <jhsmith0@me.com>
Co-authored-by: Jim Smith <jhsmith0@me.com>
Co-authored-by: Sandermage <sandermage@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-05-04 20:14:01 -04:00
Andreas Karatzas 1cb0838721 [ROCm][CI] Fix MLA prefill scale for DeepSeek GSM8K (#41569)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-05-04 16:32:55 -07:00
fxmarty-amd 9c07342fdc [NVFP4][fix] Fix layer.weight -> w13 typo in NVFP4 MOE emulation kernel preparation (#41630)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-05-04 20:13:37 +00:00
Jinzhen Lin 08834cc3ce [Quantization] add humming mxfp4 moe backend (#41083)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2026-05-02 18:36:03 -07:00
Luka Govedič 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
Yongye Zhu bcf5cac9fb [DSV4] Add knob to enable pre-attn gemm (#41443)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-05-01 12:23:17 -07:00
Isotr0pyandRoger Wang a9484dac7b [Perf] Intergrate Tile Kernels head_compute_mix_kernel for Deepseek-V4 (#41255)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
2026-05-01 15:01:17 -04:00
Matthew BonanniMichael 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
sychen52 947138b6c2 Add nvfp4 kv cache support (#40177)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-05-01 04:55:16 +00:00
Juhi Mittalandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 6b6ac6c3c7 [Kernel][MoE] Support GELU on TRT-LLM NvFP4 fused MoE for Gemma4 (#41050)
Signed-off-by: Juhi Mittal <juhim@nvidia.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-05-01 03:37:43 +00:00
Stefano Castagnetta b542bdf7fb [Bugfix] Disable FlashInfer CUTLASS MoE on SM110 (Jetson Thor AGX) (#40808)
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com>
2026-04-30 20:08:49 -07:00
Woosuk Kwon 9c61864bf8 [DeepSeek] Use torch.mm for bf16xbf16->fp32 gemm (#41300)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
2026-04-30 16:28:57 -07:00
Tran Le 71725f6730 [Bugfix] Fix RoutedExpertsCapturer for Gemma 4 MoE (top_k_experts) (#41401)
Signed-off-by: Tran Le <tranle@fireworks.ai>
2026-04-30 16:19:59 -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
Michael Goin 75a4c166f2 Fix typo in log message for indexer cache (#41419)
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-04-30 15:02:14 -07:00
fxmarty-amdandClaude 2917d6363a [NVFP4][Hopper/AMD Instinct] Add Triton kernels for NVFP4 dequantization and QDQ emulation (#40033)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-04-30 17:35:48 -04:00
121dbe7a22 [ROCm] ROCm DeepEP API updated to latest (#39721)
Signed-off-by: Tej Kiran <vpolamre@amd.com>
Signed-off-by: tej <37236721+itej89@users.noreply.github.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: HAIAI <39548240+HAIAI@users.noreply.github.com>
2026-04-30 07:46:59 -07:00
Xiaoshuang WangCyrus 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
Chenxi Qianandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 54146a9bf9 [Bugfix] correct h matrix layout in chunk_kda output kernel (#40956)
Signed-off-by: ChenxiQian <chenxi.qian.cq@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-30 16:22:41 +08:00
Rohan Potdar 3795d7acf4 [ROCm][Bugfix][GPTOSS]: fix input_ids and expert_map args for quark w4a8 gptoss (#41165)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
2026-04-29 16:39:01 -07:00
Hemanth Acharya 6841f5dc77 [ROCm] Add env flags to disable dynamic MXFP4 quant and enable AITER tuned GEMMs for Attention Projection Layers (#39987)
Signed-off-by: Hemanth Acharya <heachary@amd.com>
2026-04-29 16:07:46 -07:00
Rohan Potdar 944e138bcf [ROCm][Bugfix]: W4A4 MOE using emulation instead of AITER on MXFP4-supported hardware (#41175)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
2026-04-29 16:39:03 -05:00
Chaunceyandmergify[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 Zhao 91a2d39014 [Models] Cohere MoE (#40817)
Signed-off-by: Terrencezzj <terrence@cohere.ai>
2026-04-29 15:54:54 +00:00
Wentao Ye 39a7f4f4e2 [Perf] Optimize AllPool.forward by slicing first, 51% faster in the method level benchmark (#41163)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-04-29 08:11:04 -07:00
Jee Jee Liandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> 9d8ad5b408 [Bugfix] Fix repeated DSv4 RoPE cache initialization (#41148)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
2026-04-29 20:29:55 +08:00
Lucas KabelaandWentao Ye fa1b9840f6 [BE][Torch 2.12] Remove workaround code for fixed cublas issue (#40845)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
Signed-off-by: Lucas Kabela <lucasakabela@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-04-28 21:07:24 -07:00
chelnnexy d109eacd05 [Bugfix][ROCm] Fix gemm_a4w4 call to use updated AITER API signature (#40754)
Signed-off-by: cheiluno <cheiluno@amd.com>
2026-04-29 09:04:53 +09:00
Yongye Zhu 5aa371dc8e [DSV4] Enable Multi-stream for Pre-Attn GEMM (#41061)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-28 09:08:55 -07:00
zhangxin81 de3da0b97c Add tuned triton fused_moe configs on H100 for gpt-oss (#39904)
Signed-off-by: zhangxin81 <115389973+zhangxin81@users.noreply.github.com>
2026-04-28 03:38:48 -07:00
anthonsu 76c9cccc36 [Core] Fix redundant None append in StepPool.forward for chunked prefill (#41049)
Signed-off-by: Anthony Su <xsuanthony@gmail.com>
2026-04-27 23:42:47 -07:00
JiangWeixiang ed57f77192 [Bugfix ] fix bailing_moe_linear (#40859)
Signed-off-by: ghphotoframe <854746559@qq.com>
2026-04-27 22:39:23 -07:00
Andreas Karatzas 5e2c37facd [ROCm][CI] Add missing quantization methods and fix online quant test failures (#39801)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-04-27 15:08:57 -05:00
Wei Zhaogemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>rootroot
c8bbe05189 [Perf] Update TRTLLM supported MoE routing methods (#39141)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: root <root@bia0030.bia.clusters.nvidia.com>
Co-authored-by: root <root@bia0036.bia.clusters.nvidia.com>
2026-04-27 14:16:22 -04:00
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
Xiaoshuang Wangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> f8ac0c7cf0 [Bugfix] Fix k_norm weight sharding in MiniMaxM2Attention when total_num_kv_heads < tp_size (#38191)
Signed-off-by: wxsIcey <1790571317@qq.com>
Signed-off-by: Icey <1790571317@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-27 05:57:13 -07:00
Yongye Zhu 706a04d34b [DSV4] Add silu clamp limit to shared expert (#40950)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-27 00:37:43 -07:00
Bhoomit 2cc008e7b4 [Attention][TurboQuant] Share dequant buffers, eliminate float16_copy (#40941)
Signed-off-by: Bhoomit Vasani <bhoomit.2010@gmail.com>
Signed-off-by: Vasani Bhoomit <bhoomit.2010@gmail.com>
2026-04-27 13:48:36 +08:00
Zhanda ZhuandYubo Gao 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
+7 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
Jee Jee Li 8cd174fa35 [LoRA] MoE LoRA Refactor (#40338) 2026-04-26 01:55:19 +00:00