 sychen52
|
fb21d8b4f9
|
Add NVFP4 MOE support for Deepseek V4. (#42209)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
|
2026-05-22 07:21:51 -07:00 |
|
|
|
fa2a33b893
|
[Quant] Consolidate GPTQ: rename gptq_marlin.py to auto_gptq.py (#38288)
Signed-off-by: Chengyi Nie <cnie@roblox.com>
Co-authored-by: Chengyi Nie <cnie@roblox.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
|
2026-05-15 08:25:52 +08:00 |
|
|
aoshen02
|
8c79ad6580
|
Revert "[Core] Replace routing replay with device cache and async D2H pipeline" (#39917) (#42434)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
|
2026-05-13 23:49:01 -07:00 |
|
|
bnellnmandRobert Shaw
|
d9b4990783
|
[MoE Refactor] EPLB refactoring for FusedMoE (#41055)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
|
2026-05-12 14:16:31 -04:00 |
|
|
|
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 |
|
|
|
2c6b59b807
|
[ROCm][Perf] Add Fused Shared Expert (FSE) support for Qwen3-Next (#39280)
Signed-off-by: nholmber <nholmber@users.noreply.github.com>
Signed-off-by: Tres Popp <tres.popp@amd.com>
Signed-off-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: nholmber <nholmber@users.noreply.github.com>
Co-authored-by: Tres <tpopp@users.noreply.github.com>
Co-authored-by: Tres Popp <tres.popp@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
|
2026-05-08 15:38:00 -04:00 |
|
|
TomerBN-Nvidia
|
8189a15914
|
[Core] Replace routing replay with device cache and async D2H pipeline (#39917)
Signed-off-by: Tomer Barnatan <tbarnatan@nvidia.com>
|
2026-05-07 11:24:56 -07:00 |
|
|
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 |
|
|
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 |
|
|
|
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 |
|
|
+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 |
|
|
Jinzhen Lin
|
9f771b3ab9
|
[Quantization] add humming quantization kernel (#34556)
|
2026-04-24 09:29:44 -04:00 |
|
|
Itay Alroy
|
c9d3c6e6af
|
fused_moe: treat NIXL EP as batched experts (#40412)
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
|
2026-04-24 08:05:31 -05:00 |
|
|
bnellnm
|
1c2c1eb8b9
|
[MoE Refactor] Rename FusedMoE.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-04-23 11:22:34 -04:00 |
|
|
bnellnm
|
809d83c2dc
|
[MoE Refactor] Combine MoERunnerBase + DefaultMoERunner (#40560)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-04-22 14:43:17 +00:00 |
|
|
bnellnmandRobert Shaw
|
726efe177b
|
[MoE Refactor] Move the shared/fused expert output sum into MoERunnerBase (#35949)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
|
2026-04-20 12:28:46 -04:00 |
|
|
bnellnm
|
19ec9a0a62
|
[MoE Refactor] Refactor ZeroExpertFusedMoE into new framework (#35549)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-04-14 16:11:20 -04:00 |
|
|
Hexiang Wang
|
f02b3269e7
|
[PluggableLayer][3/N] Apply PluggableLayer to moe-related layers. (#33556)
Signed-off-by: whx-sjtu <2952154980@qq.com>
|
2026-04-14 09:55:00 -04:00 |
|
|
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 |
|
|
fxmarty-amd
|
4eee77b877
|
[fix][MOE] Fix MOE experts intermediate_size dimension not being narrowed before weight loading (#39688)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
|
2026-04-14 09:35:28 +00:00 |
|
|
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 |
|
|
bnellnmandRobert Shaw
|
93bada494f
|
[MoE Refactor] Split of DefaultMoERunner class (#35326)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
|
2026-04-06 12:41:59 -04:00 |
|
|
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 |
|
|
SandishKumarHN
|
3896e021a0
|
[Bugfix] Fix FusedMoE weight loading with padded hidden dimensions (#37010)
Signed-off-by: SandishKumarHN <sandish@fb.com>
|
2026-03-31 12:22:26 -04:00 |
|
|
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 |
|
|
Andreas Karatzas
|
679c6a3ecc
|
[Bugfix][ROCm][MoE] Fix mxfp4 oracle regressions from #37128 (#37787)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
|
2026-03-25 08:17:33 +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 |
|
|
bnellnm
|
9279c59a0e
|
[MoE Refactor] DefaultMoERunner simplifcation (#33049)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-03-19 15:07:44 -04:00 |
|
|
|
fd4d96302a
|
Fix eplb nvfp4 experts hook (#37217)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Signed-off-by: Elvir Crncevic <elvir@anthropic.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
|
2026-03-16 22:03:54 +00:00 |
|
|
|
2754231ba3
|
[Kernel] Add FlashInfer MoE A2A Kernel (#36022)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Leo Tian <lctian@nvidia.com>
Co-authored-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Stefano Castagnetta <scastagnetta@nvidia.com>
Co-authored-by: root <root@lyris0267.lyris.clusters.nvidia.com>
|
2026-03-15 23:45:32 -07:00 |
|
|
Harry Mellor
|
ffa5d74f15
|
Enable loading of fused expert weights in the Transformers modelling backend (#36997)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2026-03-14 07:01:06 +00:00 |
|
|
|
d5af196c18
|
[2/N] Elastic EP Milestone 2: Integrating NIXL-EP (#35627)
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Co-authored-by: Yongji Wu <wuyongji317@gmail.com>
Co-authored-by: Ron Tourgeman <rtourgeman@nvidia.com>
|
2026-03-13 09:25:33 -04:00 |
|
|
danisereb
|
0a6a3a1290
|
Add support for ModelOpt MXFP8 MoE models (#35986)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
|
2026-03-08 13:00:05 -07:00 |
|
|
|
dea268336f
|
[1/N] Elastic EP Milestone 2 (#34861)
Signed-off-by: Yongji Wu <wuyongji317@gmail.com>
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Ron Tourgeman <rtourgeman@nvidia.com>
Co-authored-by: Yongji Wu <wuyongji317@gmail.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Ron Tourgeman <rtourgeman@nvidia.com>
|
2026-02-28 04:46:42 +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 |
|
|
Michael GoinandRobert Shaw
|
de527e1cec
|
[UX] Add --moe-backend arg for explicit kernel selection (#33807)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
|
2026-02-25 17:44:44 -08:00 |
|
|
bnellnm
|
5bff999d12
|
[Bugfix] Add method to swap quant_method on FusedMoE to fix LoRA issues (#34453)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-02-15 20:10:50 -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
|
31d992d215
|
[Bugfix] Fix some issues with MoERunner PR #32344 (#34371)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-02-11 14:33:14 -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 |
|
|
xuebwang-amd
|
9e9acce577
|
[Bugfix] Fix no attribute error of SharedFusedMoE (DeepSeek-V3.1 as test model) (#33993)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
|
2026-02-06 19:11:32 +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 |
|
|
danielafrimi
|
0aca8b8c62
|
[MoE] Enable Shared/Routed Overlap For Latent MoE (Nemotron-H) (#32790)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
|
2026-02-02 09:18:50 -05:00 |
|
|
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟
|
13b842f271
|
[BugFix][Router Replay] Capture Logical Experts with EPLB (#33013)
Signed-off-by: Hollow Man <hollowman@opensuse.org>
|
2026-01-31 10:12:17 -05:00 |
|
|
Pavani Majety
|
c3a9752b0c
|
[Hardware][SM100] Add TRTLLM Kernel for INT4 W4A16 Kernel. (#32437)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
|
2026-01-30 10:30:46 -08:00 |
|
|
xuebwang-amd
|
f451b4558b
|
[Quantization][ROCm] Fix MoE weight loading to be robust (Qwen3_MoE/Qwen3_next as example models) (#33173)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
|
2026-01-30 17:50:23 +00:00 |
|
|
Richard Zou
|
d9aa39a3bb
|
[torch.compile] Speed up MOE handling in forward_context (#33184)
Signed-off-by: Richard Zou <zou3519@gmail.com>
|
2026-01-27 15:17:54 -08:00 |
|