Commit Graph
111 Commits
Author SHA1 Message Date
Wentao Ye 3f611f6106 [CI] Fix pre-commit issue (#42563)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
2026-05-13 12:37:26 -07:00
fxmarty-amdandKyle Sayers 40330967ab [Quark] Support loading Quark NVFP4 checkpoints in vLLM (#35859)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
2026-05-13 11:17:36 -07:00
PikaPikachu 3b1ef03be4 [Bugfix][Quark] Fix W8A8 INT8 garbage outputs on Step-3.5-Flash (and other 3-key fused-MoE Quark exports) (#41892)
Signed-off-by: kangletian <kangletian@hotmail.com>
2026-05-13 11:59:49 +00:00
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
1b57eb41f2 [MoE] Move various experts classes to fused_moe/experts/ (#41979)
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com>
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com>
2026-05-11 07:54:33 +08:00
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
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
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
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
+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
fxmarty-amdandKyle Sayers d622e27d2b [NVFP4] NVFP4 MOE emulation fallback for H100/MI300/MI350, standardize TritonExperts usage for OCP MX emulation (#35737)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
2026-04-22 08:58:54 -07:00
Martin Hickey 3951d3eacd [MyPy] Enable mypy for vllm/model_executor/layers/ (#40159)
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
2026-04-21 20:15:02 -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
Jackmin801andRobert Shaw 1a9353bb02 [MoE] Move GPT OSS Triton kernel experts into fused_moe/experts/ (#39007)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-04-14 19:27:39 +00:00
bnellnmandRobert Shaw e1e318af01 [MoE Refactor] Remove MoE DP chunking (#39107)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-14 09:48:05 -04:00
Yongye Zhu 739e5945dc [Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-13 12:53:58 -04:00
PikaPikachu 827268e98d [Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
2026-04-09 17:24:43 +00:00
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
rasmith 83d09d36b5 [CI][Bugfix][AMD][ Ensure weights created when using emulating OCP MXFP4 (#36993)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
2026-04-08 00:37:16 +08:00
Bowen BaoandRobert Shaw 103f0de565 [ROCm][Quantization][1/N] Refactor quark_moe w_mxfp4 w/ oracle (#38774)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-03 03:29:57 +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
Hongxia YangandHongxia Yang dbdd9ae067 [ROCm][Bugfix] fix exception related to trust_remote_code for MiniMax-M2.1-MXFP4 (#37698)
Signed-off-by: Hongxia Yang <hongxiay.yang@amd.com>
Co-authored-by: Hongxia Yang <hongxiay.yang@amd.com>
2026-03-30 15:49:23 +00:00
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
7d6917bef5 [ROCm] Fix MoE kernel test failures on gfx950 (#37833)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
Co-authored-by: Woosuk Kwon <woosuk.kwon@berkeley.edu>
Co-authored-by: Matthew Wong <Matthew.Wong2@amd.com>
2026-03-25 13:46:40 -05:00
Chuan (Richard) Li e99fb98867 [ROCm] Fix fused_moe_fake signature mismatch and other AITER bugs (#36100)
Signed-off-by: Li <chuali@amd.com>
2026-03-23 15:48:31 +08:00
Yongye ZhuandClaude Opus 4.6 87bd91892f [MoE Refactor] Mxfp4 oracle rebased (#37128)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-21 03:37:04 +00:00
xuebwang-amd 44eea10f68 [ROCm][Quantization] make quark ocp mx dtype parser robust for weight-only quantization (#36232)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
2026-03-20 10:10:03 -05:00
24b4272a8c Fix infinite recursive search issue in quark.py (#32779)
Signed-off-by: Yanwen Lin <lyw1124278064@gmail.com>
Signed-off-by: Xiao Yu <xiao.yu.dc@outlook.com>
Signed-off-by: kimheesu <wlskaka4@gmail.com>
Co-authored-by: Yanwen Lin <lyw1124278064@gmail.com>
Co-authored-by: Kim Hee Su <wlskaka4@gmail.com>
2026-03-17 07:19:15 +00:00
Divakar Verma 6341d43043 [ROCm][Quantization] add quark w4a8 mxfp4_fp8 for LinearLayer (#35316)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
2026-03-13 19:44:24 +00:00
Kunshang JiandHarry Mellor 16d2ad1d38 [Hardware] Replace torch.cuda.empty_cache with torch.accelerator.empty_cache (#30681)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-03-04 09:49:47 +00:00
Chuan (Richard) Li 5dc3538736 [ROCm][Bugfix] Fall back from CK MXFP4 MoE when GEMM dimensions are unsupported (#35893)
Signed-off-by: Li <chuali@amd.com>
2026-03-04 08:30:54 +00:00
Aleksandr MalyshevandAleksandr Malyshev 01923eec70 [ROCm][Quantization] GPT OSS Upstream MoE wmxfp4_afp8 with static scales (#30357)
Signed-off-by: Aleksandr Malyshev <maleksan@amd.com>
Co-authored-by: Aleksandr Malyshev <maleksan@amd.com>
2026-02-26 16:50:16 -06:00
ec8ab9d254 [ROCm] Add dynamic mxfp4 quantization for DeepSeek V2 projection layers (#34157)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
2026-02-26 10:00:49 -06:00
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
Bowen Bao d9e62c03eb [Quark] Fix MoE fp8 activation scale handling on mi300 (#34386)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
2026-02-19 21:27:14 -08:00
xuebwang-amdandTJian 766e167821 [ROCm][quantization] improve OCP weight quant parser robust (#34431)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-02-12 09:40:19 -08:00
8a798be929 [ROCm] Enable MXFP4 MoE weight pre-shuffling on gfx950 and update aiter (#34192)
Signed-off-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Gregory Shtrasberg <156009573+gshtras@users.noreply.github.com>
Co-authored-by: tjtanaavllm <tunjian.tan@amd.com>
2026-02-12 05:06:33 -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
b129136c7a [ROCm][Quantization] GPT_OSS in amd-quark format model loading and emulations (#29008)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-02-10 10:08:05 -05:00
Charlie Fu fe5438200b [Rocm][Bugfix] Fix dtype not same for gemm_a4w4 op (#33734)
Signed-off-by: charlifu <charlifu@amd.com>
2026-02-06 19:09:59 +00:00
bnellnmandRobert Shaw a57c8228ff [Moe Refactor] Make Inplace Flag for FusedMoEModularKernel part of the constructor (#33375)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-02-05 18:07:18 +00:00
杨朱 · KikiandClaude Opus 4.5 1a7894dbdf [Misc] Replace Optional[X] with X | None syntax (#33332)
Signed-off-by: carlory <baofa.fan@daocloud.io>
Co-authored-by: Claude Opus 4.5 <noreply@anthropic.com>
2026-01-30 01:56:59 -08:00
Matthew Bonanni a608b4c6c2 [5/N][Attention] Finish eliminating vllm/attention folder (#32064)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2026-01-27 10:02:51 -05:00
bnellnm dc917cceb8 [MoE Refactor] Move select_experts from FusedMoEQuantMethod -> FusedMoE (#31996)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-22 18:21:35 -05:00
TJian 9b67338b78 [Bugfix] Suppress log on non-ROCm platform (#32703)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
2026-01-20 13:38:20 -08:00
vllmellm 148117ea2e [Refactor] Make FP8 Linear Ops use kernel abstraction (#27814)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
2026-01-20 14:48:20 +08:00