Commit Graph
2827 Commits
Author SHA1 Message Date
c25093a305 [Kernel] Batch invariant NVFP4 MoE using cutlass (#40372)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-08-05 04:31:32 +00:00
aoshen02andyihengz 6153dbe036 [R3] Unify routed expert shape configuration (#50940)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: yihengz <yihengz@nvidia.com>
2026-08-04 20:20:41 -07:00
Yejing Laiandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 2cb3ff88cc [BUGFIX][Quant]Fix test_kv_scale_reload failed (#50405)
Signed-off-by: Lai, Yejing <yejing.lai@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-05 10:50:54 +08:00
05b7876f50 [MoE][Humming] Support SiTU activation for Kimi-K3 (#50510)
Signed-off-by: 墨楼 <huangzhilin.hzl@antgroup.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2026-08-04 12:39:18 -07:00
Wentao Ye d31de3c421 [Kimi K3 Perf] option to shard the shared expert for non mega case, 16.98 GiB memory/GPU saved (#50912)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-04 14:00:44 -04:00
amitz-nvandOpenAI Codex 52c0e3cb08 [Kernel] Add support for Flashinfer Mamba SSU algorithm selection (#50157)
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-08-04 09:40:23 -07:00
Nicolò Lucchesi 7b50d2c0bc [Misc] Avoid importing nixl_ep on every vllm serve config (#50879)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
2026-08-04 07:56:54 -07:00
199644d410 [Bugfix][Attention] Guard sparse MLA masked MHA workspace (#50906)
Signed-off-by: yimdev <5779256+yimdev@users.noreply.github.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
2026-08-04 09:59:33 -04:00
fxmarty-amdandAndreas Karatzas 385d4c084e [ROCm][AITER] Hotfix for memory access fault errors in AITER triton MOE routing (#50859)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-08-03 21:07:46 -05:00
zzt 413e70d52c Perf/h20 moe config e256 n512 (#48825)
Signed-off-by: zzt <zengzetang.zzt@antgroup.com>
2026-08-03 17:47:58 -07:00
Chris FontesChris FontesChris Fontesmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
0b37d8389f fix: NVFP4 quantization out_dtype should match model dtype, not torch default (#48861)
Signed-off-by: Chris Fontes <2224082+fattchris@users.noreply.github.com>
Co-authored-by: Chris Fontes <chris@fontes.io>
Co-authored-by: Chris Fontes <chris@fontes.dev>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-03 22:47:37 +00:00
skysnow2001andDouglas Lehr f43e1d26e3 [ROCm] Enable AITER and FP8 inference on GFX120x (#43615)
Signed-off-by: skysnow2001 <skysnow9285@gmail.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-08-03 16:45:37 -05:00
aoshen02andNick Hill 42ab184ea7 [MRV2] Enable routed-experts capture (#50721)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
2026-08-03 21:00:13 +00:00
Hongxia Yang 8f50685c48 [ROCm][Kimi-K3] aiter moe environment variable cleanup (#50582)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
2026-08-03 18:54:04 +00:00
wangxiyuan dd11df04f3 [Misc] Remove deprecated calculate_kv_scales runtime KV scale calculation (#49389)
Signed-off-by: wangxiyuan <wangxiyuan1007@gmail.com>
2026-08-03 11:15:13 -04:00
Wentao Ye 0cf49a5d15 [Refactor] Remove multiple dead codes (#50285)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-03 10:59:08 -04:00
Li, Jiang c8602c7906 [CPU] Refine CPU kernel dispatch (#50801)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
2026-08-03 17:42:53 +08:00
Jee Jee Li b9d1e2437e K3: Move LatentMoERunner (#50678)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-08-03 09:36:17 +00:00
Jee Jee Li 4635cc3e8f Shard the K3 Latent-MoE up-projection on large batches (#50383) 2026-08-03 00:49:39 -07:00
0a6446005d [CPU] Migrate unquantized MoE to the modular-kernel experts structure (#50133)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-08-03 14:55:04 +08:00
zofiaandKunshang Ji e481da9508 [XPU] [Linear] add torch as xpu linear backend (#49664)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-08-03 14:30:21 +08:00
Qiming Zhang 2755489a26 [INC] fix w4a4 model (#50807)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
2026-08-03 14:28:58 +08:00
Mike GMichael Goinmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
e3be89673d Enable ModelOpt FP8 emulation on SM80 (#50019)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-31 14:48:27 -07:00
454ea5b526 [MoE Refactor] Combine CompressedTensorsWNA16MarlinMoEMethod with CompressedTensorsWNA16MoEMethod (#44570)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Signed-off-by: Dobrzyniewicz, Agata <agata.dobrzyniewicz@intel.com>
Signed-off-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Agata Dobrzyniewicz <160237065+adobrzyn@users.noreply.github.com>
Co-authored-by: Tushar Jain <8455015+tushar00jain@users.noreply.github.com>
Co-authored-by: Tushar Jain <tushar00jain@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
2026-07-31 14:13:03 -07:00
Soila KavulyaandClaude aef85aed5d [Bugfix][TurboQuant] Add KV quant mode for turboquant (#50533)
Signed-off-by: Soila Kavulya <soila.p.kavulya@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-07-31 17:42:32 +00:00
fxmarty-amd e67a2e0a56 [ROCm][Quark][7/N] Use MXFP4 linear kernel abstraction for emulation backend (#48949)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-07-31 10:07:15 -07:00
Harry MellorClaude Opus 5mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
94e9ef0768 [Bugfix] Don't transpose fused MoE quantization scales in RoutedExperts.load_weights (#50137)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-07-31 08:46:52 -07:00
Andreas Karatzas 5233368dac [ROCm][CI] Fall back to lossless Kimi K3 MXFP4 emulation on gfx942 (#50516)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
2026-07-31 11:33:16 -04:00
Matthew BonanniandOpenAI Codex 82ae4164ee [2/N][Attention] Enable masked MHA for sparse MLA prefills (#48770)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-07-31 06:01:24 -07:00
Martin Hickey b2fb83e7ff [Attention]: Use KVCacheSpec for AttentionMetadataBuilder type hints (#50148)
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
2026-07-31 11:20:18 +00:00
bnellnmandHarry Mellor 6e311c6e20 [MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-07-31 11:28:18 +01:00
Fadi Arafeh 0e9b50074e [chore] clean-up weight prepack for INT8 MoE (#50116)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
2026-07-31 10:15:38 +00:00
f727951d3f [Bugfix] Re-land MiniMax M3 default video processor (#50305)
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-07-31 07:46:18 +00:00
Ryan RockAndreas Karatzasdepthfirst-app[bot] <184448029+depthfirst-app[bot]@users.noreply.github.com>root
6724051c57 [CI/Build][AMD] Install triton_kernels via CMake (#50328)
Signed-off-by: Ryan Rock <ryan.rock@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: depthfirst-app[bot] <184448029+depthfirst-app[bot]@users.noreply.github.com>
Co-authored-by: root <root@smci355-ccs-aus-m11-05.cs-aus.dcgpu>
2026-07-30 22:05:19 -05:00
vanshbhatia-amd 4689c7dd61 [ROCm] Add tuned selective_state_update float16 config for AMD Instinct MI325X (#50006)
Signed-off-by: vanshbhatia-amd <vansh.bhatia@amd.com>
2026-07-31 02:43:53 +00:00
+1 4f1da84eb5 Enable gfx1250 ROCm architecture (#46516)
Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com>
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Signed-off-by: Daniel <danichan@amd.com>
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com>
Signed-off-by: jpvillam <jpvillam@amd.com>
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Signed-off-by: Jaden Mathias <Jaden.Mathias@amd.com>
Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Co-authored-by: Daniel <danichan@amd.com>
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com>
Co-authored-by: jpvillam <jpvillam@amd.com>
Co-authored-by: root <root@ctheliosr-1b114-f01-2.mnb.dcgpu>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: dllehr <douglehr@amd.com>
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
2026-07-31 01:41:12 +00:00
Wentao Ye 0bff0ce5d3 [Kimi K3 Bug] Fix deepgemm support for kimi k3 (#50458)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-07-30 20:10:16 -04:00
Ryan ClarkandClaude Fable 5 68fb303a41 [Bugfix] Preserve Marlin runtime tensor storage across weight reload (#48438)
Signed-off-by: Ryan Clark <ryanclark2k@gmail.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
2026-07-30 14:50:03 -07:00
Netanel HaberandOpenAI Codex 70bd10930b [Quantization] Honor --linear-backend for ModelOpt W4A16 (#50273)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-07-30 13:19:56 -07:00
Richard ZouandCodex c27b080d26 [compile] Fix fake kernel return dtype (#50444)
Signed-off-by: Richard Zou <zou3519@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
2026-07-30 19:50:02 +00:00
Andreas Karatzas 3f90c7e9e6 [ROCm] Pass pointers to FlyDSL MoE kernels (#50378)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-07-30 12:49:26 -07:00
Netanel HaberandOpenAI Codex 61cacd272f [Bugfix][MoE] Write Humming results to the supplied output buffer (#50338)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-07-30 11:34:10 -07:00
Li, JiangandClaude 072a472782 [CPU] Bump up CPU kernels to latest version (#50387)
Signed-off-by: jiang1.li <jiang1.li@intel.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-07-30 19:18:43 +08:00
+13 aeeb36b1f1 [New model] Kimi K3 (#50000)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
2026-07-30 03:49:58 -07:00
yinfengLiu f1e8fd27ae [ROCm] Add AITER FP8 ViT encoder attention (#49937)
Signed-off-by: Liuyinfeng01 <yinfeliu@amd.com>
2026-07-30 06:22:10 +00:00
lkkandKunshang Ji e5f48dfda2 [Quantization][Autoround][XPU] Add W4A16(moe) / MXFP4(linear/moe) Support (#47124)
Signed-off-by: lkk12014402 <kaokao.lv@intel.com>
Signed-off-by: lkk <33276950+lkk12014402@users.noreply.github.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-07-30 09:52:13 +08:00
roikoren755 93477454f9 [torch.compile] Compile CustomOp.forward_native for ReLU^2 to avoid raw torch ops inside opaque custom ops (#50244)
Signed-off-by: Roi Koren <roik@nvidia.com>
2026-07-29 18:27:31 +00:00
Michael GoinandOpenAI Codex d6247d7173 [Spec Decode][Perf] Replicate DSpark Markov head across TP ranks (#49731)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
2026-07-29 11:43:51 -04:00
+12 7c6729b769 [Model] Add Kimi K3 support: model files and kernels [1/N] (#50089)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
2026-07-29 14:10:58 +08:00
6f00a1ae3b fused_moe: add VLLM_TRITON_USE_TD tensor-descriptor path (#42436)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
Signed-off-by: Lena Onyshchenko <162571002+oonyshch@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Lena Onyshchenko <162571002+oonyshch@users.noreply.github.com>
2026-07-29 13:15:10 +08:00