Commit Graph
206 Commits
Author SHA1 Message Date
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
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
Aaron HaoandSumanthRH c1858b7ec8 [Feat][RL][1/2] Native Weight Syncing API: NCCL (#31943)
Signed-off-by: ahao-anyscale <ahao@anyscale.com>
Signed-off-by: Aaron Hao <ahao@anyscale.com>
Co-authored-by: SumanthRH <sumanthrh99@gmail.com>
2026-02-05 12:13:23 -05:00
Michael Goin 2a99c5a6c8 [Bugfix] Disable TRTLLM FP8 MoE if router_logits_dtype==float32 and routing_method!=DeepSeekV3 (#33613)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-02-03 13:26:51 -08:00
Kunshang Ji e10604480b [XPU][1/N] Deprecate ipex and switch to vllm-xpu-kernels for xpu platform (#33379)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
2026-02-02 22:46:10 -08:00
Vasiliy Kuznetsov 0130223bd9 fix memory for online fp8 quantization with streaming weight load (#31914)
Signed-off-by: vasiliy <vasiliy@fb.com>
2026-02-02 14:17:42 -05:00
Michael Goin fd0e377244 Support FP8 block quant for CompressedTensorsW8A16Fp8 (#33280)
Signed-off-by: mgoin <mgoin64@gmail.com>
2026-01-30 11:15:20 -05:00
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
5a93b9162b [MoE Refactor] Integrate Naive Prepare Finalize into MK (#32567)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: amirkl94 <203507526+amirkl94@users.noreply.github.com>
2026-01-27 01:28:02 +00:00
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
Robert Shaw 42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
Vasiliy Kuznetsov d2389c1262 fp8 online quant: split out Fp8OnlineLinearMethod (#32189) 2026-01-20 18:13:22 -05:00
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
bnellnm 327a02d8db [MoE Refactor] Separate Router into OO Classes (#30623)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-18 11:40:49 -05:00
c277fbdf31 [Feat] Support non-gated MoE with Marlin, NVFP4 CUTLASS, FP8, INT8, compressed-tensors (#32257)
Signed-off-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@computelab-frontend-8.nvidia.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Tomer Natan <tbarnatan@ipp1-1429.ipp1a1.colossus.nvidia.com>
2026-01-15 16:15:05 -08:00
bnellnm e74698c27a [Misc][Refactor] Add FusedMoERouter object (#30519)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-01-08 20:52:55 +00:00
Robert Shaw 5dcd7ef1f2 [MoE Refactor][15/N] Apply Refactor to Fp8 (#31415) 2026-01-07 19:42:33 -05:00
Robert ShawandRobert Shaw af8fd73051 [MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-06 15:47:04 +00:00
Robert ShawandRobert Shaw f6c0009afa [Bugfix] Fix Broken ModelOpt NVFP4 MoE (#31742)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2026-01-05 23:18:38 +00:00
268b1c55ad [MoE Refactor][13/N] Convert FI to Use PFNoEP (#31533)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
2026-01-03 12:26:36 -08:00
Andreas Karatzas 6ef770df7c [MoE] Fix output_shape calculation in Attention layer to handle 3D query inputs (#31596)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
2026-01-02 15:46:23 +00:00
56f516254c [Bugfix][ROCm] Fix Static Quant Issue (#31502)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2025-12-29 13:27:55 -08:00
Robert ShawandRobert Shaw 9152a30d8f [MoE Refactor][12/N] Marlin Fp8 MoE Pure Function (#31499)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-29 13:27:00 -08:00
Robert ShawandRobert Shaw 727c41f3fd [MoE Refactor][10/N] Cleanup Fp8 Process Weights After Loading (#31169)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-27 20:22:48 +00:00
Robert ShawandRobert Shaw b57b967386 [MoE Refactor][7/N] AITER MK (#31102)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-22 16:42:58 -07:00
Kevin McKayandClaude Sonnet 4.5 cf8eed7bef [Bugfix][ROCm] Fix typo: is_linear_fp8_enaled -> is_linear_fp8_enabled (#31109)
Signed-off-by: c0de128 <kevin.mckay@outlook.com>
Co-authored-by: Claude Sonnet 4.5 <noreply@anthropic.com>
2025-12-21 21:14:58 -08:00
Robert Shaw b471092d3a [MoE Refactor][4/N] Marlin Fp8 Mk (#31036) 2025-12-21 12:37:42 -05:00
54c8924384 [MoE Refactor][5/N] Isolate zero expert to LongCatFlash (#28891)
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: Dongjie Zou <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2025-12-20 18:22:04 +00:00
Yan Ma 560ae9638c [XPU] enable fp8 online streaming quantization (#30944)
Signed-off-by: Yan Ma <yan.ma@intel.com>
2025-12-20 13:45:27 +00:00
Robert ShawandRobert Shaw 95befecc18 [MoE Refactor][2/N] Use Modular Kernels for Fp8 (#30825)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-19 23:36:38 +00:00
Robert ShawandRobert Shaw 83a317f650 [MoE Refactor][3/N] Deprecate cutlass block quant fp8 (b200) (#30990)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-19 13:09:54 -08:00
Vasiliy Kuznetsov f4ee2c3d90 fix fp8 online quantization streaming with tp > 1 (#30900)
Signed-off-by: vasiliy <vasiliy@fb.com>
2025-12-18 11:45:15 -05:00
Jinzhen LinandMichael Goin ce96857fdd [Kernel][Quantization][MoE] add marlin kernel support for turing (sm75) (#29901)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
2025-12-16 14:35:28 -08:00
Robert ShawandRobert Shaw d0502b4928 [MoE][Refactor 1/N] Separate Online Quantization (#30627)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
2025-12-15 06:54:53 -08:00
Roberto L. Castroandyoukaichao 4fa7ce46f3 [Feature] Add SM103 (Blackwell Ultra) Support to vLLM (#30484)
Signed-off-by: LopezCastroRoberto <robertol.c510@gmail.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
2025-12-12 19:34:23 -08:00
Kyle Sayers fccd532587 [Quantization] FP8 Weight Reloading for Quantized RL Rollout (#28480)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
2025-12-09 13:54:32 -08:00
00e5cbb967 [MoE][Refactor] Remove most arguments to FusedMoEMethodBase.apply (#29066)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2025-12-09 13:48:25 -08:00
Vasiliy Kuznetsov 0d402d2600 online fp8 quant with streaming weight post-processing (#29196)
Signed-off-by: vasiliy <vasiliy@fb.com>
2025-12-08 20:15:10 +00:00
Jee Jee Li 652ba93da3 [Bugfix] Fix FP8 MoE LoRA (#29890)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
2025-12-04 18:17:49 +00:00
1656ad3704 [Kernel][Quantization] add w4a8 support for marlin kernel (#24722)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
2025-11-29 07:19:33 -08:00
Matthew Bonanni fc1d8be3dc [Attention] Update attention imports (#29540)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
2025-11-27 11:19:09 -05:00
Michael Goin 6f1355a1b7 [Perf] Disable DeepGEMM MoE by default when TP=8 is used (#29346)
Signed-off-by: mgoin <mgoin64@gmail.com>
2025-11-24 19:01:40 -07:00
bnellnm 8f066146c3 [MoE][Refactor] Make select_experts a non-static method (#29067)
Signed-off-by: Bill Nell <bnell@redhat.com>
2025-11-24 13:38:04 -05:00