Commit Graph
249 Commits
Author SHA1 Message Date
+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
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
zexplorerhjIsotr0pymergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
ba1cdcfcf0 [Model][Quantization] Add Ling-3.0-flash-fp8 support (#51265)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-09 23:09:08 -07:00
Jinzhen LinandOpenAI Codex fcde8e1460 [Refactor] refactor humming linear and moe backends to use explicit layer configs (#49610)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-08-07 10:03:19 -07:00
Julien Debache ae934ba8a5 feat: extended EPLB support for Mistral Large 3 and additional MoE backends (#48355)
Signed-off-by: jdebache <jdebache@nvidia.com>
2026-08-07 05:32:52 -07:00
fxmarty-amdClaudemergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
81be2e09ae [Weight processing] Copy over new_data attributes in replace_parameter (#49601)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-06 13:03:37 -04:00
7c77868cdf [Bugfix] Size and iterate w13 by shard count for non-gated MoE (#51125)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Matej Sirovatka <matej.sirovatka@gmail.com>
Co-authored-by: Rishi Puri <riship@nvidia.com>
Co-authored-by: Hsiao-Yuan Chen <littlecircle0730@users.noreply.github.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-08-05 17:24:47 -07:00
bnellnm 373fe8b83e [MoE Refactor] Remove MoE legacy code (#51078)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-08-05 14:35:36 -07:00
Wentao Ye 0cf49a5d15 [Refactor] Remove multiple dead codes (#50285)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-08-03 10:59:08 -04:00
Wentao Ye b5bcb3ce88 [Refactor] Remove dead code in multiple files (#49745)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-07-27 15:58:26 -04:00
Jinzhen Linandmgoin d891b9bd51 [Quantization] add humming moe backend to all dense/moe oracles (#41652)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
2026-07-06 13:36:07 -07:00
bnellnmandRobert Shaw bc8481af09 [MoE Refactor] Standardize Humming MoE experts + utilities (#43373)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-06-29 06:19:29 -07:00
Harry Mellor 5051698e41 Remove unnecessary load_weights methods (#44589)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-06-29 01:52:23 -07:00
jj shaoandshaojinjie.sjj ea2ead1db3 [Misc] Fix incorrect layer type annotation in Fp8LinearMethod (#46818)
Signed-off-by: shaojinjie.sjj <shaojinjiesjj@gmail.com>
Co-authored-by: shaojinjie.sjj <shaojinjiesjj@gmail.com>
2026-06-27 20:23:59 +00:00
Yan Ma acce57d8dd Deprecate old FP8 online MoE quantization class (#44514)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-06-23 11:53:38 -07:00
Wentao Ye 2659f60a1a [Refactor] Remove dead quantization code and tests (#45454)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-06-17 16:12:01 -04:00
Hongxia Yangandtjtanaa e28e8c8782 [ROCm][Quant] Minimax-M3: Enable fp8_per_channel for bf16 weights on mi300x (#45854)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-06-17 12:02:40 +00:00
Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 3f53e2138f [Refactor] Remove Fp8OnlineLinearMethod as scheduled (#45463)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-16 04:35:58 -07:00
Giancarlo Delfinandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> b5adb027ad [Models] Fix MiMo v2.x QKV TP sharding + FP4 support (#45200)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-15 15:13:34 +08:00
Michael Goin 6afa25000c [Bugfix] Canonicalize FP8 weight layout to (K, N) at the source (#44735)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-06-08 14:37:36 -06:00
Harry Mellorandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 62215e72c6 Remove KV cache scale boilerplate from model weight loading methods (#43167)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-06-05 05:19:04 -07:00
Wentao YeandIsotr0py 68e07d5916 [Bug] Fix ci issue assert output_size is not None AssertionError (#43261)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
2026-05-21 16:58:09 +08:00
Yongye ZhuandClaude f8848b2f2d [Bugfix] Add swiglu limits to deepgemm fp8 methods (#41986)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
2026-05-14 15:43:13 -07:00
4d591db470 [MoE Refactor] Introduce RoutedExperts alias for FusedMoE and don't store SharedExperts in MK (#40735)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-05-12 13:37:44 -04:00
206eaed08d [MoE Refactor] Move expert map related code into ExpertMapManager class (#41046)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-05-12 09:18:27 -04:00
Wentao Ye 0d453e2336 [Perf] Batch invariance with Cutlass fp8 support, 28.9% E2E latency improvement (#40408)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-05-11 12:20:58 -04:00
Markus HartikainenandTJian e8f9038ebd [ROCm][Bugfix] Re-tag AITER MoE weights as preshuffled after replace_parameter (#42061)
Signed-off-by: Markus Hartikainen <markus.hartikainen@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-05-08 21:42:07 -07:00
+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
Yan Ma 595562651a [XPU] fix MoE triton backend in online fp8 quantization (#40109)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2026-04-20 11:31:39 -04:00
Vasiliy Kuznetsov 38fa87caca mxfp8 online quant move to new frontend (#40152)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-20 06:26:12 -07:00
vllmellm 5f7fab881a [ROCm][FEAT] Integrate aiter gemm w8a8 ptpc (#33773)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-04-16 09:55:29 +08:00
Michael Goin 11e2375fe2 [Refactor] Move MXFP8 GEMM management into MxFp8LinearKernel (#39205)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-04-10 14:02:03 -07:00
Maral 2e9034c998 [W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
2026-04-09 08:50:39 +08:00
Vasiliy Kuznetsov 7b1a7423be [Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
2026-04-03 11:58:39 -04:00
Qiming ZhangandKunshang Ji 6b4872240f [XPU] bump up xpu-kernel v0.1.5, transpose moe weights (#38342)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Signed-off-by: Qiming Zhang <qiming1.zhang@intel.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-04-03 14:10:02 +00:00
bnellnm 7cf56a59a2 [MoE Refactor] Make SharedExperts class for use with DefaultMoERunner (#35153)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-01 09:44:08 -04:00
Kyle Sayers d28d86e8a3 [QeRL] Fix online quantized reloading (#38442)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-29 14:56:41 -06:00
Kyle Sayers 648edcf729 [QeRL] Compose online quantization with quantized reloading (#38032)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2026-03-27 13:22:33 -07:00
Bowen Bao 0ae89f18fd [Refactor] Move FusedMoE hidden_size roundup to quant_method (#34285)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
2026-03-26 23:38:26 -07:00
Vadim Gimpelson 52069012fe [Bugfix] Fix DeepGemm E8M0 accuracy degradation for Qwen3.5 FP8 on Blackwell (#38083)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
2026-03-26 01:21:47 -07:00
RanranandWentao Ye dc6908ac6a [Bugfix] Register VLLM_BATCH_INVARIANT in envs.py to fix spurious unknown env var warning (#35007)
Signed-off-by: Ranran <1012869439@qq.com>
Signed-off-by: Ranran <hzz5361@psu.edu>
Signed-off-by: ran <hzz5361@psu.edu>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-03-23 18:31:14 -04:00
Kunshang Ji 27d5ee3e6f [FP8]add FP8 WoQ kernel abstraction. (#32929)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-03-23 09:47:47 +00:00
97995f6376 [MoE Refactor] Create MK for TRTLLM Kernels (#32564)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <rshaw@neuralmagic.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <rshaw@neuralmagic.com>
2026-03-03 10:39:50 -08:00
6af03f2394 [Refactor] [1/N] Reorganize kernel abstraction directory (#34055)
Signed-off-by: BadrBasowid <badr.basowid@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-02-24 06:47:22 +00:00
Jia GuoandClaude Opus 4.6 ec85340531 [Quantization] Support FP8 MoE bias for models like GPT-OSS (#34906)
Signed-off-by: jasperjiaguo <jasperg662@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-02-23 19:07:47 -08:00
Asaf Joseph Gardin 1faa8cb73c [Quantization] - Added uses_meta_device_weights to quant config (#34645)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
2026-02-17 23:43:44 -08:00
Michael Goin ff1f83b056 [Refactor] Replace activation: str with MoEActivation enum (#33843)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
2026-02-11 17:29:32 -08:00
bnellnm d1481ba783 [MoE Refactor] Introduce MoERunner abstraction and move execution logic from FusedMoE to DefaultMoERunner (#32344)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-02-10 19:51:07 -05:00
TomerBN-NvidiaandCursor 995bbf38f1 [Bugfix] Fix shared expert input for latent MoE in EP+DP (Nemotron-H) (#34087)
Signed-off-by: Tomer Natan <tbarnatan@nvidia.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-02-09 16:44:18 +00:00
zofia 9bdb06b436 [XPU][6/N] add xpu scaled_mm kernel (#34117)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
2026-02-09 20:17:35 +08:00