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24 Commits
Author SHA1 Message Date
Tyler Michael SmithandClaude Opus 4.6 1e114365c9 Add TrtLLM FP8 support for DeepEP v2 + modular kernel test framework 
- Register DeepEPV2PrepareAndFinalize and TrtLlmFp8ExpertsModular in
  modular kernel test framework (mk_objects.py)
- Add model_config to test VllmConfig so all2all_utils can read
  enforce_eager for cudagraph detection
- Add weight conversion for TrtLLM BlockMajorK format in test framework
- Separate DeepEP v1/v2 dependency checks in test validation
- Allow TrtLlmFp8ExpertsModular with DeepEP v2 parallel config
- Auto-select TrtLLM backend for DeepEP v2 contiguous layout on Blackwell
- Remove unnecessary torch.where sanitization in DeepEP v2 decode path
- Replace torch.cat with pre-allocated tensor in prefill path
- Always create ExpertTokensMetadata in decode mode

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2026-05-03 16:57:03 -04:00
Jackmin801GitHubClaude
 		079a4cf399 [MoE] Move cutlass moe to fused_moe/experts/ (#40574) 
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-04-24 06:05:49 +00:00
Jackmin801GitHubRobert Shaw
 		447c372ac5 [MoE] Move remaining PrepareAndFinalize to prepare finalize folder (#39009) 
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
 2026-04-23 20:00:53 -04:00
Jackmin801GitHubRobert ShawRobert Shaw
 		a776a48b1c [MoE] Move DEEP_GEMM into experts/ subdirectory (#39005) 
Signed-off-by: Jackmin801 <ongjackm@gmail.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>
 2026-04-08 19:23:08 +00:00
Robert ShawandGitHub 4383f1532e [MoE] Move PF Methods to Folder (#35927) 2026-03-22 02:42:59 -06:00
leo-cf-tianGitHubwzhao18Stefano Castagnettaroot
 		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
Xinan MiaoGitHubSouthWest7
 		2cdf92228c [Feature]: Remove Chunking From FusedMoE (#34086) 
Signed-off-by: SouthWest7 <am1ao@qq.com>
Signed-off-by: Southwest <1403572259@qq.com>
Signed-off-by: southwest <am1ao@qq.com>
Signed-off-by: Xinan Miao <1403572259@qq.com>
Co-authored-by: SouthWest7 <am1ao@qq.com>
 2026-03-12 14:24:38 -04:00
Robert ShawGitHubRobert ShawRobert Shaw
 		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
Tyler Michael SmithGitHubClaude Opus 4.6
 		eb19955c37 [WideEP] Remove pplx all2all backend (#33724) 
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
 2026-02-26 14:30:10 -08:00
Michael GoinandGitHub 67ebaff528 Refactor NVFP4 Linear utils for ModelOpt and CT (#33201) 
Signed-off-by: mgoin <mgoin64@gmail.com>
 2026-01-30 16:37:42 -08:00
Robert ShawGitHubRobert Shawamirkl94
 		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
Alex SunandGitHub 49a1262267 [AMD][ROCm] MoRI EP: a high-performance all2all backend (#28664) 
Signed-off-by: Alex Sun <alex.s@amd.com>
 2026-01-22 16:33:18 +08:00
Robert ShawandGitHub 42135d6898 [MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414) 2026-01-21 08:22:33 -05:00
bnellnmGitHubTyler Michael Smith
 		2902c34826 [Kernels] Remove BatchedTritonOrDeepGemmExperts and default fallback to Triton (#29929) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
 2025-12-03 20:49:00 +00:00
bnellnmandGitHub a1448b4b69 [Kernels] Split up fused_moe/layer.py, isolate more modular kernel code (#28064) 2025-11-11 07:29:02 -07:00
dongbo910220GitHubWentao YeCyrus Leung
 		3ae082c373 [Chore] Separate out optional dependency checks from vllm.utils (#27207) 
Signed-off-by: dongbo910220 <1275604947@qq.com>
Signed-off-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
 2025-10-22 10:44:21 -04:00
Harry MellorandGitHub 8fcaaf6a16 Update Optional[x] -> x | None and Union[x, y] to x | y (#26633) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-12 09:51:31 -07:00
bnellnmandGitHub da364615fc [Kernels] Modular kernel refactor (#24812) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-10-08 17:51:52 -04:00
Harry MellorandGitHub 6c04638214 Fix per file ruff ignores related to line length (#26262) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-06 05:12:40 +00:00
Harry MellorandGitHub d6953beb91 Convert formatting to use ruff instead of yapf + isort (#26247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2025-10-05 07:06:22 -07:00
Shu WangGitHubTyler Michael SmithTyler Michael Smith
 		54e42b72db Support mnnvl all2allv from Flashinfer (#21003) 
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: Tyler Michael Smith <tyler@neuralmagic.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
 2025-09-24 14:38:16 -04:00
bnellnmandGitHub 5963b98b46 [Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2025-09-17 17:43:31 -06:00
bnellnmGitHubMichael Goin
 		8ad7285ea2 [Kernels] Clean up FusedMoeMethodBase and modular kernel setup. Remove extra arguments from modular kernel methods. (#22035) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2025-08-15 14:46:00 -04:00
Varun Sundar RabindranathGitHubVarun Sundar Rabindranath
 		53fa457391 [Misc] Add unit tests for MoE ModularKernel combinations + Profiling utility (#20449) 
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
 2025-07-11 07:51:46 -07:00