 Netanel HaberandOpenAI Codex
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70bd10930b
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[Quantization] Honor --linear-backend for ModelOpt W4A16 (#50273)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-07-30 13:19:56 -07:00 |
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Wentao Ye
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b5bcb3ce88
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[Refactor] Remove dead code in multiple files (#49745)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-27 15:58:26 -04:00 |
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danielafrimi
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0a2965b1b3
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[BugFix] Fix ModelOpt mixed-precision quantization for sparse quantized_layers configs. (#47318)
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Signed-off-by: <dafrimi@nvidia.com>
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2026-07-07 11:45:13 +00:00 |
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Micah WilliamsonandAndreas Karatzas
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dd5c299fbe
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[ROCm][Bugfix] Convert ModelOpt FP8 per-channel weights to e4m3fnuz on MI300/MI325 (#47201)
Signed-off-by: Micah Williamson <micah.williamson@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-06 23:24:58 -07:00 |
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Jinzhen Linandmgoin
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d891b9bd51
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[Quantization] add humming moe backend to all dense/moe oracles (#41652)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-07-06 13:36:07 -07:00 |
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Jason LiandXin Li
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debec6440b
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Add MiniMax-M3 modelopt nvfp4 support (#46756)
Signed-off-by: Xin Li <xinli@nvidia.com>
Signed-off-by: jasonlizhengjian <jasonlizhengjian@gmail.com>
Co-authored-by: Xin Li <xinli@nvidia.com>
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2026-06-29 09:29:39 -07:00 |
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Mike G
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56e5797511
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[Quant] Enable modelopt_mixed on Turing (SM75) (#45375)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
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2026-06-22 19:30:49 -07:00 |
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Mike G
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a8c86eeb16
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[Quant] Support modelopt_mixed on Ampere (SM80/SM86) (#45306)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
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2026-06-16 08:43:44 -04:00 |
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0a1c5034f5
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[Model] Add MiniMax M3 support (#45381)
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-06-16 01:01:25 +08:00 |
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Michael GoinandClaude
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c90650088d
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Add the QuantizedActivation linear-kernel contract (#44260)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-06-12 13:48:15 -07:00 |
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Michael Goin
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9eaacb23ec
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[Kernel] Consolidate Marlin thread-tile padding across all dense Marlin paths (#45295)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-06-12 13:46:21 -07:00 |
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b690b2bb67
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[Model]Support Step-3.7-Flash (#43859)
Signed-off-by: luotingdan <luotingdan@stepfun.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: luotingdan <luotingdan@stepfun.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Yu Huang <yuhuang@nvidia.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-05-28 17:01:48 -07:00 |
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Wei-Ming Chen
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6f5b533241
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Add LM head quantization support for ModelOpt (#42124)
Signed-off-by: weimingc <17592131+meenchen@users.noreply.github.com>
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2026-05-26 09:21:05 -07:00 |
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bnellnmandRobert Shaw
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b226ddacfd
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[MoE Refactor] Migrate ModelOptMxFp8FusedMoE to oracle (#42768)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-05-26 11:14:14 -04:00 |
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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
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[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>
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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>
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2026-05-11 11:10:57 -04:00 |
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Juhi Mittal
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7a2b596982
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[Quantization] Add ModelOpt NVFP4 W4A16 (4-bit weights, fp16/bf16 activations) support (#41769)
Signed-off-by: Juhi Mittal <juhim@nvidia.com>
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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>
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2026-05-01 04:55:16 +00:00 |
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+7
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4d51588e23
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[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>
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2026-04-26 18:31:08 -07:00 |
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vllmellm
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5f7fab881a
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[ROCm][FEAT] Integrate aiter gemm w8a8 ptpc (#33773)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-04-16 09:55:29 +08:00 |
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Yongye Zhu
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739e5945dc
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[Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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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>
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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>
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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>
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2026-04-09 08:50:39 +08:00 |
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fxmarty-amdandKyle Sayers
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00d7b497b3
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[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>
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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>
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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>
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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>
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e6bf9f15ec
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[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>
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2026-03-16 18:07:39 -04:00 |
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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>
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2026-03-16 22:03:54 +00:00 |
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danisereb
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0a6a3a1290
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Add support for ModelOpt MXFP8 MoE models (#35986)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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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>
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2026-03-03 10:39:50 -08:00 |
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Pavani Majety
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6283021142
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[Bugfix] Fix KV Scale loading for MLA Models (#35430)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2026-02-26 23:38:19 +00:00 |
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sychen52
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d0105b84f0
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add mixed precision support for modelopt (#35047)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
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2026-02-26 21:56:24 +00:00 |
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danisereb
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9609b1f18d
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Integrate flashinfer mm_mxfp8 in ModelOpt MXFP8 (#35053)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-02-24 08:45:13 -07:00 |
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6af03f2394
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[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>
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2026-02-24 06:47:22 +00:00 |
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danisereb
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ec7d9e6745
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Fix call to moe_mk in modelopt MoE modules (required for LoRA) (#34575)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-02-16 07:33:09 -08:00 |
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amitz-nv
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f120bd42d3
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[Kernel] Support Flashinfer trtllm fused MoE non gated FP8 & NVFP4 (#33506)
Signed-off-by: amitz-nv <203509407+amitz-nv@users.noreply.github.com>
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2026-02-12 13:06:58 -08:00 |
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Michael Goin
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ff1f83b056
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[Refactor] Replace activation: str with MoEActivation enum (#33843)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
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2026-02-11 17:29:32 -08:00 |
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bnellnm
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d1481ba783
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[MoE Refactor] Introduce MoERunner abstraction and move execution logic from FusedMoE to DefaultMoERunner (#32344)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-02-10 19:51:07 -05:00 |
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TomerBN-NvidiaandCursor
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995bbf38f1
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[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>
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2026-02-09 16:44:18 +00:00 |
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danisereb
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084aa19f02
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Add support for ModelOpt MXFP8 dense models (#33786)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-02-08 11:16:48 -08:00 |
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bnellnmandRobert Shaw
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a57c8228ff
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[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>
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2026-02-05 18:07:18 +00:00 |
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Michael Goin
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67ebaff528
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Refactor NVFP4 Linear utils for ModelOpt and CT (#33201)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-01-30 16:37:42 -08:00 |
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