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73 Commits
Author SHA1 Message Date
Jee Jee Ligemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>Roger Wang
 		7d5b033782 [LoRA] Support 2D and 3D MoE LoRA adapter at the same time (#42242) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
 2026-05-18 15:22:26 +08:00
yupengandJee Jee Li 31fa757cf9 [Misc] Make it simpler to replace out-of-tree layer classes with related LoRA layers. (#42306) 
Signed-off-by: paulyu12 <507435917@qq.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-05-15 15:20:42 +08:00
bnellnmRobert ShawRobert Shaw
 		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
bnellnm 6427603ae8 [MoE Refactor] Move remaining experts classes to experts directory (#42334) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-05-12 09:19:46 -04:00
Isotr0py 48698b1b9b [Bugfix] Fuse Qwen3.5 in_qkvz_proj forwarding with LoRA enabled (#37912) 
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
 2026-05-10 10:59:02 +00:00
Jee Jee Li ecd0b60aad [LoRA] Initial EP support for LoRA (#40867) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
 2026-05-09 00:31:23 -07:00
Jee Jee Li 9c0812ffd0 [Bugfix] Fix FusedMoEWithLoRA has no attribute runner (#41889) 
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
 2026-05-07 04:53:14 -07:00
Jee Jee Li 8cd174fa35 [LoRA] MoE LoRA Refactor (#40338) 2026-04-26 01:55:19 +00:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Jee Jee Li
 		a250f1bd5f [Bugfix] LoRA for DeepSeek V3.2 (#35077) 
Signed-off-by: Hollow Man <hollowman@opensuse.org>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-04-22 19:33:50 +08:00
bnellnm 5e584ce9ec [MoE Refactor] Remove SharedFusedMoE class (#35782) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-04-21 18:12:12 -04:00
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
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
Jee Jee Li 715681c127 [LoRA] Support dual CUDA streams-Linear Layer (#35721) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-04-13 10:57:07 +08:00
Xin Yang 9bd7231106 Revert "[Kernel] Add gpt-oss Router GEMM kernel (#37205)" (#38778) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-04-01 22:02:32 -07:00
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
yzong-rhRobert ShawRobert Shaw
 		d9b90a07ac [MoE Refactor] Migrate Unquantized to Full Oracle Flow (#36286) 
Signed-off-by: Yifan Zong <yzong@redhat.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: yzong-rh <yzong@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-03-31 15:43:33 -04:00
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
Xin Yang b1169d7be8 [Kernel] Add gpt-oss Router GEMM kernel (#37205) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-03-18 08:15:56 -07:00
Kyuyeun Kim 0a0a1a198b Add ability to replace oot ops when using lora (#37181) 
Signed-off-by: Kyuyeun Kim <kyuyeunk@google.com>
 2026-03-16 18:04:15 -07:00
Xinan MiaoandSouthWest7 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
Harry Mellor f83b933b84 [CI] Bump mypy version to 1.19.1 (#36104) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-10 09:18:28 -07:00
Jiayi YanandHarry Mellor 6a895197fa [Bugfix][CI] fix typos (#34934) 
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-03-05 17:05:46 +00:00
Robert ShawRobert 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
Lucas Wilkinson 5e58bdc711 [Bugfix] Remove erroneous lower bound on LoRA vocab size constraint (#35354) 
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
 2026-02-26 18:44:50 +00:00
Runkai Tao a1f53addb1 [BugFix] Align fused MoE-LoRA kernel config with actual weight shapes (#34396) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
 2026-02-26 18:03:10 +00:00
Bhoomit 42489e43c2 [Misc][LoRA] Increase max vocab size limit to 258048 in logits processor (#34773) 
Signed-off-by: Bhoomit Vasani <vbhoomit@amazon.com>
 2026-02-25 23:30:55 +08:00
Jhao-Ting ChenandMichael Goin c2c4c4611a [FIX] fused moe with lora shared expert dual stream (1.07x otps) (#34933) 
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
 2026-02-25 04:40:45 +00:00
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
Runkai Tao e1d97c38f8 [Bug Fix] Fix naive_block_assignment always defaulting to False due to arg misalignment (#33848) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
 2026-02-12 11:30:57 +08:00
Kurt Shuster 2991dd3d22 [Bugfix][Model] Support LoRA on Qwen3 Output Embedding (#29816) 
Signed-off-by: kurt <kurt@thinkingmachines.ai>
 2026-02-06 20:25:31 +08:00
danisereb 5b2a9422f0 [BugFix] Fix LoRA Fp8 (#33879) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
 2026-02-05 17:25:55 +00:00
Runkai Tao 7320ca3942 Add unpermute-aware fused MoE LoRA path (#32655) 
Signed-off-by: Runkai Tao <rt572@physics.rutgers.edu>
 2026-02-02 09:46:09 +08:00
Danielle RobinsonandDanielle Robinson 74898a7015 [BugFix][LoRA] TritonExperts is ModularMoEPath for FP8 models (#33393) 
Signed-off-by: Danielle Robinson <dmmaddix@amazon.com>
Co-authored-by: Danielle Robinson <dmmaddix@amazon.com>
 2026-01-30 15:27:42 +00:00
Robert ShawandRobert Shaw 85f55c943c [Quantization][Deprecation] Deprecate HQQ (#32681) 
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
 2026-01-21 09:32:40 -05:00
danisereb aa7f37ccfa Add support for LoRA adapters in Nemotron-H models (#30802) 
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
 2026-01-19 22:30:44 +08:00
Xin Yang 543c23be78 [LoRA][Perf] Improve FusedMoE LoRA performance for small rank (#32019) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-10 11:04:18 -08:00
gnovackandJee Jee Li bde38c11df fix lora moe sharding when rank < max_lora_rank (#31994) 
Signed-off-by: gnovack <gnovack@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-09 14:43:25 +08:00
Xin Yang 707b240d7e [Bugfix] Fix FusedMoE LoRA w2_output_size (#31949) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
 2026-01-09 00:54:05 -05:00
gnovack c77a993cc2 pin lora_b moe weights on cpu (#31317) 
Signed-off-by: gnovack <gnovack@amazon.com>
 2026-01-05 12:15:40 -08:00
Jee Jee Li f099cd557a [Bugfix] Fix AttributeError: 'Stream' object has no attribute 'dp_size' (#31663) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-01-05 02:31:31 +00:00
B-201 ecd49ce7e6 [Fix] Align fused moe lora_b shape with peft (#31534) 
Signed-off-by: bk-201 <joy25810@foxmail.com>
 2025-12-31 09:44:59 +08:00
Jee Jee Libk-201prashanth058Anexdeus
 		ce1eafd1a5 [Core] Initialize LoRA support for tower and connector in multi-modal models (#26674) 
Signed-off-by: bk-201 <joy25810@foxmail.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: prashanth058 <prashanth.dannamaneni@uipath.com>
Co-authored-by: bk-201 <joy25810@foxmail.com>
Co-authored-by: prashanth058 <prashanth.dannamaneni@uipath.com>
Co-authored-by: Anexdeus <5142168@mail.ru>
 2025-12-26 04:48:20 -08:00
Xin YangandJee Jee Li a491b0911b [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#29708) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Signed-off-by: Xin Yang <105740670+xyang16@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-30 10:37:25 +08:00
Huamin Li 3fd1fb0b60 Revert "[LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971)" (#29697) 
Signed-off-by: Huamin Li <3ericli@gmail.com>
 2025-11-28 15:26:52 -08:00
Xin YangandJee Jee Li 745a3bae1a [LoRA] Support FusedMoE LoRA Triton kernel for mxfp4 (#28971) 
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-28 10:48:28 +08:00
Jee Jee Li 2f5f9acd55 [LoRA] Continue optimizing MoE LoRA weight loading (#29322) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-27 05:56:28 -08:00
Jee Jee Li c069086b9c [Bugfix] Fix getting device for MoE LoRA (#29475) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-26 23:16:07 -08:00
Jee Jee Li 1073ba68b0 [LoRA] Optimize 3D MoE logic (#29222) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-24 10:27:23 +08:00
Jee Jee Li 1489902b53 [LoRA] Cleanup FusedMoEWithLoRA (#29187) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-22 04:01:30 +00:00
Jee Jee Li 9875be6431 [LoRA][2/2]Remove LoRA extra vocab (#28545) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2025-11-21 09:46:43 +08:00