 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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杨朱 · KikiandClaude Opus 4.5
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1a7894dbdf
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[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>
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2026-01-30 01:56:59 -08:00 |
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IriKa
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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>
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2026-01-27 11:04:05 -05:00 |
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Matthew Bonanni
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a608b4c6c2
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[5/N][Attention] Finish eliminating vllm/attention folder (#32064)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-01-27 10:02:51 -05:00 |
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5a93b9162b
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[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>
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2026-01-27 01:28:02 +00:00 |
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danielafrimiandroot
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67fe677c53
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[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>
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2026-01-26 11:04:20 -07:00 |
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Roberto L. Castro
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fcb9df99bd
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[Perf][Kernel] Optimize FP4 quantization kernels (SM100F) (#32520)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
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2026-01-24 18:45:27 -07:00 |
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bnellnm
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dc917cceb8
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[MoE Refactor] Move select_experts from FusedMoEQuantMethod -> FusedMoE (#31996)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-01-22 18:21:35 -05:00 |
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Robert Shaw
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42135d6898
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[MoE Refactor] Oracle Select FP8+NVFP4 Kernels In Priority (#32414)
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2026-01-21 08:22:33 -05:00 |
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vllmellm
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148117ea2e
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[Refactor] Make FP8 Linear Ops use kernel abstraction (#27814)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-01-20 14:48:20 +08:00 |
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jiahancandRobert Shaw
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7350331718
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[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>
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2026-01-19 14:32:24 -05:00 |
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bnellnm
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327a02d8db
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[MoE Refactor] Separate Router into OO Classes (#30623)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-01-18 11:40:49 -05:00 |
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c277fbdf31
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[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>
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2026-01-15 16:15:05 -08:00 |
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Roberto L. Castro
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8ef50d9a6b
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[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>
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2026-01-13 15:22:53 -08:00 |
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bnellnm
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e74698c27a
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[Misc][Refactor] Add FusedMoERouter object (#30519)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-01-08 20:52:55 +00:00 |
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9f6dcb71ae
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[MoE Refactor][16/N] Apply Refactor to NVFP4 (#31692)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
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2026-01-08 03:46:27 +00:00 |
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Robert Shaw
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5dcd7ef1f2
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[MoE Refactor][15/N] Apply Refactor to Fp8 (#31415)
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2026-01-07 19:42:33 -05:00 |
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Robert ShawandRobert Shaw
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af8fd73051
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[MoE Refactor][14/N] Clean Up FI Quant Config Smuggling (#31593)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-06 15:47:04 +00:00 |
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Robert ShawandRobert Shaw
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f6c0009afa
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[Bugfix] Fix Broken ModelOpt NVFP4 MoE (#31742)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-01-05 23:18:38 +00:00 |
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268b1c55ad
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[MoE Refactor][13/N] Convert FI to Use PFNoEP (#31533)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-01-03 12:26:36 -08:00 |
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CedricHuang
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19cc9468fd
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[Feature]: Support NVIDIA ModelOpt HF FP8 variants FP8_PER_CHANNEL_PER_TOKEN and FP8_PB_WO in vLLM (#30957)
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2025-12-21 22:34:49 -05:00 |
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54c8924384
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[MoE Refactor][5/N] Isolate zero expert to LongCatFlash (#28891)
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: Dongjie Zou <85092850+baonudesifeizhai@users.noreply.github.com>
Signed-off-by: baonudesifeizhai <baonudesifeizhai@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
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2025-12-20 18:22:04 +00:00 |
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Jinzhen LinandMichael Goin
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ce96857fdd
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[Kernel][Quantization][MoE] add marlin kernel support for turing (sm75) (#29901)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-12-16 14:35:28 -08:00 |
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jiahanc
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254a7f8fd6
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[Perf] Do FP4 quant before All gather on flashinfer trtllmgen MOE (#30014)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
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2025-12-16 13:01:48 -08:00 |
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Ming Yang
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ce12b407f2
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[TRTLLM] Remove the MoE GEMM weight name change (#30713)
Signed-off-by: Ming Yang <minos.future@gmail.com>
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2025-12-16 11:01:38 -05:00 |
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Shengliang XuandPavani Majety
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0bb0bae436
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Nvidia ModelOpt workaround for issue 28072 (#30164)
Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>
Co-authored-by: Pavani Majety <pmajety@nvidia.com>
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2025-12-14 18:18:31 +08:00 |
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13618626df
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[MoE-FP8-modelopt] Add FlashInfer alignment padding for intermediate dimensions (#29748)
Signed-off-by: Daniel Afrimi <dafrimi@pool0-00589.cm.cluster>
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Co-authored-by: Daniel Afrimi <dafrimi@pool0-00589.cm.cluster>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
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2025-12-12 20:42:32 +00:00 |
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Andrew BriandandAndrew Briand
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a00d88973d
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[EPLB] Support EPLB w/ NVFP4 (#29804)
Signed-off-by: Andrew Briand <abriand@nvidia.com>
Co-authored-by: Andrew Briand <abriand@nvidia.com>
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2025-12-11 22:59:40 +00:00 |
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00e5cbb967
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[MoE][Refactor] Remove most arguments to FusedMoEMethodBase.apply (#29066)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
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2025-12-09 13:48:25 -08:00 |
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Omer Ullman Argov
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39d28108f4
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[Feat] Support non-gated activations in NVFP4 modelopt path (#29004)
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2025-11-30 11:02:40 -05:00 |
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1656ad3704
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[Kernel][Quantization] add w4a8 support for marlin kernel (#24722)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Signed-off-by: Jinzhen Lin <linjinzhen@hotmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
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2025-11-29 07:19:33 -08:00 |
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Matthew Bonanni
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fc1d8be3dc
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[Attention] Update attention imports (#29540)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2025-11-27 11:19:09 -05:00 |
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Michael Goin
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e502098643
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[Kernel] Add NVFP4 MoE CUTLASS support for SM120 (#29242)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
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2025-11-25 06:59:07 -08:00 |
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bnellnm
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8f066146c3
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[MoE][Refactor] Make select_experts a non-static method (#29067)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2025-11-24 13:38:04 -05:00 |
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Mingyuan Maandmgoin
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b4c8fbaae2
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Add TRTLLM MoE NVFP4 kernel to CompressedTensorsW4A4MoeMethod (#28892)
Signed-off-by: mingyuanm <mingyuanm@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-11-21 09:54:11 -07:00 |
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Shengliang Xu
|
a8c536829c
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Consolidate Nvidia ModelOpt quant config handling for all quantization methods (#28076)
Signed-off-by: Shengliang Xu <shengliangx@nvidia.com>
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2025-11-19 22:39:36 -05:00 |
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Wentao Ye
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5031cd5d55
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[Refactor] Optimize select_experts (#28069)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2025-11-19 18:53:15 -05:00 |
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Shu WangandMichael Goin
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613abb50d5
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[MoE] Nvfp4 Masked Gemm: Add flashinfer grouped_gemm_nt_masked (#25990)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-11-19 13:29:06 -08:00 |
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Chen BruceandHarry Mellor
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da2f6800e0
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[Feat][Perf] Enable deepep-low-latency with round-robin expert placement. (#28449)
Signed-off-by: bruceszchen <bruceszchen@tencent.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2025-11-19 13:46:24 +01:00 |
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jiahancandMichael Goin
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561253b37f
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[Performance][Fix] update nvfp4 code to support renorm routing (#28569)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-11-16 18:02:42 -08:00 |
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amirkl94
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03ee48111d
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Feature: Support Relu2 in FusedMoE fp8 cutlass path (#27261)
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2025-11-16 13:39:44 -05:00 |
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Pavani Majety
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72b1c2ae2c
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[Bugfix] Use latency MOE backend as default for Flashinfer and other misc fixes (#27439)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2025-11-07 04:18:39 -08:00 |
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6b7a81185d
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Bugfix: Cutlass FP8 FusedMoE bad scaling factors (#27255)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tyler@neuralmagic.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-11-05 06:06:06 -05:00 |
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bnellnm
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938772af03
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[Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123)
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2025-11-04 21:59:45 +08:00 |
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Shu Wang
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fc16f1c477
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Flashinfer_CUTLASS_MOE fuses quantization for TP (#27223)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
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2025-10-31 17:54:29 +00:00 |
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tomeras91
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61089465a6
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[Model] Add MoE support for NemotronH (#25863)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
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2025-10-23 10:27:23 +00:00 |
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Shu WangandMichael Goin
|
f95da13c3d
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[ModelOpt] Load w13/w2_input_scale for all experts, nvfp4 (#26135)
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-10-21 01:50:31 -04:00 |
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