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93 Commits
Author SHA1 Message Date
Jee Jee Li 75aa189ba0 [LoRA] Cleanup VocabParallelEmbedding (#53843) 
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
 2026-08-26 16:19:35 +08:00
Giancarlo Delfin d154d90d6c [Model Runner V2] batch-sharded sample (#50465) 
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
 2026-08-24 15:49:57 -07:00
ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟andJee Jee Li 702e1d7186 [LoRA] feat: Support LoRA for DeepSeek V4 (#53361) 
Signed-off-by: Hollow Man <hollowman@opensuse.org>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-08-24 03:57:57 +00:00
EilamandJee Jee Li c2e7242ab7 [Bugfix][LoRA] Guard None group members in expand_packed_lora (partial LoRA on Qwen3.5/3.6 GatedDeltaNet) (#47640) 
Signed-off-by: Eilam C <eilamc14@gmail.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-08-19 13:24:26 +00:00
Wentao Ye fd04edef3e [Refactor] Delete dead code in models (#51838) 
Signed-off-by: yewentao256 <zhyanwentao@126.com>
 2026-08-11 15:44:26 -04:00
Harry Mellor e7b8d59460 Fully generalise input embedding handling in Transformers modelling backend (#51247) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-08-06 16:21:24 +00:00
Silen NaihinDakai AnJiangyun Zhu
 		b50fdebce0 [Bugfix] Fix level-2 sleep/wake/reload with enable_lora=True (#39935) 
Signed-off-by: Silen Naihin <silen.naihin@gmail.com>
Co-authored-by: Dakai An <dakaian108@gmail.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
 2026-08-06 09:13:10 +08:00
bnellnm 373fe8b83e [MoE Refactor] Remove MoE legacy code (#51078) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-08-05 14:35:36 -07:00
bnellnmandHarry Mellor 6e311c6e20 [MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941) 
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-07-31 11:28:18 +01:00
Woosuk KwonBugen ZhaoGiancarlo DelfinIsotr0pyIsotr0pyJee Jee LiRoger WangYifan QiaoClaude Fable 5OpenAI Codex
 		f3e9497e92 [Model] Add Inkling LoRA support [4/N] (#48884) 
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
 2026-07-17 09:52:15 +08:00
Karthik KothuriandClaude 4f7fffb92f [Core][LoRA] Support fp32 lm_head (head_dtype) on the LoRA path (#48525) 
Signed-off-by: Karthik Kothuri <karthikkothuri2009@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
 2026-07-15 09:51:09 +08:00
Karthik KothuriClaudewang.yuqi
 		107a03ba63 [Core] Support fp32 lm_head for generation models via head_dtype (RFC #48305 §3.6) (#48390) 
Signed-off-by: Karthik Kothuri <karthikkothuri2009@gmail.com>
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: wang.yuqi <yuqi.wang@daocloud.io>
 2026-07-13 16:43:34 +08:00
Alejandro Paredes La Torre 9a48eef89a [Bugfix][LoRA] Support ark_linear base layer in _get_lora_device (#47690) 
Signed-off-by: AlejandroParedesLT <alejandroparedeslatorre@gmail.com>
 2026-07-12 00:13:50 +00:00
Kunshang JiandHarry Mellor 07f9baf756 Revert "[Platform] Replace torch.cuda.Event with torch.Event (#47140)" (#47668) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-07-06 14:18:33 +01:00
Kunshang JiandHarry Mellor e840f0d3f5 [Platform] Replace torch.cuda.Event with torch.Event (#47140) 
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-30 08:39:59 -07:00
Harry Mellor 1ab9522935 Remove more unnecessary load_weights methods (#47058) 
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
 2026-06-30 15:22:16 +01:00
lchengJee Jee LiJee Jee Li
 		e51e700470 [LoRA] Gate all_gather on fully_sharded_loras inside _mcp_apply; rewrite regression test (#45715) 
Signed-off-by: lcheng <lcheng321@gatech.edu>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-06-23 07:08:33 -07:00
Martin Hickey ccd49f6821 [MyPy] Fix mypy for vllm/lora (#41722) 
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
 2026-06-22 10:57:09 -04:00
bnellnm dc68bd8c41 [MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184) 
Signed-off-by: Bill Nell <bnell@redhat.com>
 2026-06-08 10:42:58 -04:00
Jee Jee Li ec5de7fa7d [LoRA] Add one shot triton kernel For MoE LoRA (#42290) 
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
 2026-05-25 19:47:04 -07:00
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