 Wei-Ming Chen
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09a219c075
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[ModelOpt] Support Qwen3.5/3.6 VLM quantized prefix mapping (#42546)
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com>
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2026-05-23 06:23:31 +00:00 |
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Juhi Mittal
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e203006a8b
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[Quantization][ModelOpt] W4A16 NVFP4 fused MoE + mixed-precision dispatch (#42566)
Signed-off-by: Juhi Mittal <juhim@nvidia.com>
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2026-05-22 20:51:49 +00:00 |
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sychen52
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fb21d8b4f9
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Add NVFP4 MOE support for Deepseek V4. (#42209)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
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2026-05-22 07:21:51 -07:00 |
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Yongye ZhuandClaude
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f8848b2f2d
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[Bugfix] Add swiglu limits to deepgemm fp8 methods (#41986)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-05-14 15:43:13 -07:00 |
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bnellnmandRobert Shaw
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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>
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2026-05-12 14:16:31 -04:00 |
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4d591db470
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[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 |
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206eaed08d
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[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>
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2026-05-12 09:18:27 -04:00 |
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Vadim Gimpelson
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a2e776d716
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[Bugfix] Accept canonicalized modelopt_* quant_method in _extract_modelopt_quant_algo (#42181)
Signed-off-by: Vadim Gimpelson <vadim.gimpelson@gmail.com>
|
2026-05-11 11:10:57 -04:00 |
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Juhi Mittal
|
7a2b596982
|
[Quantization] Add ModelOpt NVFP4 W4A16 (4-bit weights, fp16/bf16 activations) support (#41769)
Signed-off-by: Juhi Mittal <juhim@nvidia.com>
|
2026-05-09 21:15:50 +00:00 |
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sychen52
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947138b6c2
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Add nvfp4 kv cache support (#40177)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
|
2026-05-01 04:55:16 +00:00 |
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+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 |
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vllmellm
|
5f7fab881a
|
[ROCm][FEAT] Integrate aiter gemm w8a8 ptpc (#33773)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
|
2026-04-16 09:55:29 +08:00 |
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Yongye Zhu
|
739e5945dc
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[Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
|
2026-04-13 12:53:58 -04:00 |
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Michael Goin
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11e2375fe2
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[Refactor] Move MXFP8 GEMM management into MxFp8LinearKernel (#39205)
Signed-off-by: mgoin <mgoin64@gmail.com>
|
2026-04-10 14:02:03 -07:00 |
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Michael Goin
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2800706f06
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[Refactor] Move NVFP4 GEMM management into NvFp4LinearKernel (#39129)
Signed-off-by: mgoin <mgoin64@gmail.com>
|
2026-04-09 15:05:36 -04:00 |
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Maral
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2e9034c998
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[W8A8 Block Linear Refactor][2/N] Remove W8A8Fp8BlockLinearOp and adopt Fp8 block linear kernel selections. (#33892)
Signed-off-by: maral <maralbahari.98@gmail.com>
Signed-off-by: Maral <maralbahari.98@gmail.com>
|
2026-04-09 08:50:39 +08:00 |
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fxmarty-amdandKyle Sayers
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00d7b497b3
|
[NVFP4] Support NVFP4 dense models from modelopt and compressed-tensors on AMD Instinct MI300, MI355X and Hopper through emulation (#35733)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Kyle Sayers <kylesayrs@gmail.com>
|
2026-04-06 16:18:27 -06:00 |
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Michael Goin
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db5d0719e1
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[Kernel] Add MXFP8 to Marlin GEMM/MoE and refactor Mxfp8LinearOp (#34664)
Signed-off-by: mgoin <mgoin64@gmail.com>
|
2026-04-01 09:41:42 -07:00 |
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bnellnm
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7cf56a59a2
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[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 |
|
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BadrBasowidandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
|
e6bf9f15ec
|
[Bugfix][CI] Fix Marlin FP8 Linear Kernel for Compressed Tensors Format (#38092)
Signed-off-by: BadrBasowid <Badr.Basowid@gmail.com>
Signed-off-by: BadrBasowid <61441185+BadrBasowid@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-03-25 21:11:43 -07:00 |
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EdalatiAli
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e5b807607c
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[Quant][Feature] Support online MXFP8 quantization for MoE and dense models (#35448)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
|
2026-03-16 18:07:39 -04:00 |
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|
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fd4d96302a
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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 |
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danisereb
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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 |
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97995f6376
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[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 |
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Pavani Majety
|
6283021142
|
[Bugfix] Fix KV Scale loading for MLA Models (#35430)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
|
2026-02-26 23:38:19 +00:00 |
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sychen52
|
d0105b84f0
|
add mixed precision support for modelopt (#35047)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
|
2026-02-26 21:56:24 +00:00 |
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danisereb
|
9609b1f18d
|
Integrate flashinfer mm_mxfp8 in ModelOpt MXFP8 (#35053)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
|
2026-02-24 08:45:13 -07:00 |
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|
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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 |
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danisereb
|
ec7d9e6745
|
Fix call to moe_mk in modelopt MoE modules (required for LoRA) (#34575)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
|
2026-02-16 07:33:09 -08:00 |
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amitz-nv
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f120bd42d3
|
[Kernel] Support Flashinfer trtllm fused MoE non gated FP8 & NVFP4 (#33506)
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
|
2026-02-12 13:06:58 -08:00 |
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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 |
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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 |
|
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danisereb
|
084aa19f02
|
Add support for ModelOpt MXFP8 dense models (#33786)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
|
2026-02-08 11:16:48 -08:00 |
|
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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 |
|
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Michael Goin
|
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 |
|
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杨朱 · KikiandClaude Opus 4.5
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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 |
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IriKa
|
66e601ef79
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Support compress-tensors with nvfp4 or fp8 weights and modelopt with nvfp4 weights on Turing (#33076)
Signed-off-by: IriKa Qiu <qiujie.jq@gmail.com>
|
2026-01-27 11:04:05 -05:00 |
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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 |
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|
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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 |
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danielafrimiandroot
|
67fe677c53
|
[FIX] Always support TP > 4 for FP4 Gemm (#31099)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@gpu-51.slurm-workers-slurm.slurm.svc.cluster.local>
|
2026-01-26 11:04:20 -07:00 |
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Roberto L. Castro
|
fcb9df99bd
|
[Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
|
2026-01-24 18:45:27 -07:00 |
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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 |
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Robert Shaw
|
42135d6898
|
[MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414)
|
2026-01-21 08:22:33 -05:00 |
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vllmellm
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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 |
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jiahancandRobert Shaw
|
7350331718
|
[BugFix] Fix TRT-LLM NVFP4 DP/EP (#32349)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
|
2026-01-19 14:32:24 -05:00 |
|
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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 |
|
|
Roberto L. Castro
|
8ef50d9a6b
|
[Kernel][Performance] Enable smaller Scaling Factor tiling for NVFP4 small-batch decoding (#30885)
Signed-off-by: LopezCastroRoberto <roberto.lopez.castro@udc.es>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
|
2026-01-13 15:22:53 -08:00 |
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bnellnm
|
e74698c27a
|
[Misc][Refactor] Add FusedMoERouter object (#30519)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-01-08 20:52:55 +00:00 |
|