 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
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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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jiahancandMichael Goin
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41d3071918
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[NVIDIA] [Perf] Update to leverage flashinfer trtllm FP4 MOE throughput kernel (#26714)
Signed-off-by: jiahanc <173873397+jiahanc@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-10-16 16:20:25 -07:00 |
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Kaixi Houandmgoin
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de92d916fe
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[NVIDIA] Add support for cudnn fp4 gemm via flashinfer (#26107)
Signed-off-by: kaixih <kaixih@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-10-15 13:53:00 -04:00 |
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XiaobingZhang
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d796375258
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[ModelOpt] Remove NVFP4 MoE K%16==0 constraint (#26891)
Signed-off-by: XiaobingSuper <xiaobingzhangupc@gmail.com>
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2025-10-15 13:06:17 -04:00 |
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Varun Sundar RabindranathandVarun Sundar Rabindranath
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8ae169286f
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[torch.compile] Unwrap fused_marlin_moe custom op (#26739)
Signed-off-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
Co-authored-by: Varun Sundar Rabindranath <vsundarr@redhat.com>
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2025-10-14 02:22:16 +00:00 |
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Harry Mellor
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8fcaaf6a16
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Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2025-10-12 09:51:31 -07:00 |
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Benjamin Chislett
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2161efe978
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[Bugfix] Allow skipping MoE in NVFP4 (fix for MTP) (#25987)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
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2025-10-06 16:16:30 -04:00 |
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Harry Mellor
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d6953beb91
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Convert formatting to use ruff instead of yapf + isort (#26247)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2025-10-05 07:06:22 -07:00 |
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Pavani Majety
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a26917332f
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[Quantization/NVFP4] Speed up TRTLLM NVFP4 MOE weight loading and fix K/V scale loading for MLA Attn (#25968)
Signed-off-by: Pavani Majety <pmajety@nvidia.com>
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2025-10-03 19:35:06 +00:00 |
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Lee Nau
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d5ab28511c
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[Bugfix] Use correct key "ignore" for config.json non-quantized layers (#25706)
Signed-off-by: Lee Nau <lnau@nvidia.com>
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2025-09-29 15:07:29 -04:00 |
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Shu Wang
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081b5594a2
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Fix routing_bias dtype (#25711)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
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2025-09-25 23:35:14 +00:00 |
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XuruiYangandyangxurui
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845adb3ec6
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[Model] Add LongCat-Flash (#23991)
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
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2025-09-24 21:53:40 -07:00 |
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ZhiyuandMichael Goin
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431535b522
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Enable modelopt gemma3 nvfp4/fp8, make workflow more robust (#22771)
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-09-19 22:40:33 +00:00 |
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bnellnm
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5963b98b46
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[Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2025-09-17 17:43:31 -06:00 |
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Michael GoinandWentao Ye
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dbebb7f812
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[Perf] Reuse workspace for FP8+FP4 Marlin MoE (#20500)
Signed-off-by: mgoin <mgoin64@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2025-09-16 15:45:10 -06:00 |
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tomeras91andCyrus Leung
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08abfa78ec
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[Bugfix] fix modelopt exclude_modules name mapping (#24178)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2025-09-10 10:20:46 -07:00 |
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bnellnm
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e9b92dcd89
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[Kernels] Overlap shared experts with send/recv (#23273)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2025-09-03 12:35:18 -04:00 |
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8fb85b7bb6
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Add routed_scaling_factor to MoE grouped topk (#23123)
Signed-off-by: Xin Yang <xyangx@amazon.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2025-08-29 21:36:48 -07:00 |
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16a45b3a28
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[NVIDIA] Support SiluMul + NVFP4 quant fusion (#23671)
Signed-off-by: jindih <jindih@nvidia.com>
Signed-off-by: elvischenv <219235043+elvischenv@users.noreply.github.com>
Co-authored-by: jindih <jindih@nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Luka Govedic <lgovedic@redhat.com>
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2025-08-28 19:36:50 +00:00 |
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Michael Goin
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f9ca2b40a0
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[Bugfix] Fix Marlin NVFP4 for modelopt (#23659)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-08-27 17:48:16 -04:00 |
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Yongye Zhu
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082cc07ef8
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DP/EP Support for gpt-oss with deepep-ht comm kernel on SM100 (#23608)
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2025-08-27 17:33:21 -04:00 |
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Michael Goin
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d52358c1e0
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[Perf] Remove duplicated NVFP4 blockscales to save memory (#23379)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-08-26 19:16:33 +08:00 |
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amirkl94
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a38b8af4c3
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[NVIDIA] Add SM100 Flashinfer Cutlass MoE fp8 backend (#22357)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
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2025-08-19 18:01:53 -04:00 |
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bnellnmandMichael Goin
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b94faf9d50
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[Bugfix] Fix accuracy issue when using flashinfer cutlass moe, TP=1 and modelopt. (#23125)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-08-19 14:00:51 -04:00 |
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bnellnmandMichael Goin
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8ad7285ea2
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[Kernels] Clean up FusedMoeMethodBase and modular kernel setup. Remove extra arguments from modular kernel methods. (#22035)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-08-15 14:46:00 -04:00 |
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amirkl94andMichael Goin
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b4cef5e6c7
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refactor: Change scaling factors calculation for flashinfer FusedMoE (#22812)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2025-08-15 06:19:31 +00:00 |
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nvjullinandmgoin
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279a5f31b3
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[Kernel] Add nvfp4 gemm flashinfer backends (#22346)
Signed-off-by: Julien Lin <jullin@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-08-14 16:03:55 -04:00 |
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+105
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33c63e9547
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[Kernel] [Quantization] Add MXFP4 and bias support for marlin kernel (#22428)
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Co-authored-by: Benji Beck <benjibeck@meta.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Siyuan Liu <lsiyuan@google.com>
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: LiuXiaoxuanPKU <lilyliupku@gmail.com>
Co-authored-by: simon-mo <xmo@berkeley.edu>
Co-authored-by: Chen Zhang <zhangch99@outlook.com>
Co-authored-by: Hongxia Yang <62075498+hongxiayang@users.noreply.github.com>
Co-authored-by: Minseok Lee <47620120+minseokl@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Zhang Jason <ning.zhang2@amd.com>
Co-authored-by: Asaf Joseph Gardin <39553475+Josephasafg@users.noreply.github.com>
Co-authored-by: asafg <asafg@ai21.com>
Co-authored-by: Lain <siyuanf@nvidia.com>
Co-authored-by: tc-mb <157115220+tc-mb@users.noreply.github.com>
Co-authored-by: imning3 <hbning@pku.edu.cn>
Co-authored-by: Maximilien de Bayser <mbayser@br.ibm.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: Tao He <linzhu.ht@alibaba-inc.com>
Co-authored-by: qscqesze <qingjun@minimaxi.com>
Co-authored-by: Syed Muhammad Bin Asif <92625830+syedmba@users.noreply.github.com>
Co-authored-by: Lionel Villard <villard@us.ibm.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: ycyaw66 <497410282@qq.com>
Co-authored-by: Moritz Sanft <58110325+msanft@users.noreply.github.com>
Co-authored-by: Ming Yang <minos.future@gmail.com>
Co-authored-by: Adrián García García <adrigarvk8@gmail.com>
Co-authored-by: Michael Goin <mgoin@redhat.com>
Co-authored-by: JaceyShao <65159281+JaceyShao@users.noreply.github.com>
Co-authored-by: shaojunqi <shaojunqi.sjq@alibaba-inc.com>
Co-authored-by: Ricardo Decal <crypdick@users.noreply.github.com>
Co-authored-by: Andrew Chan <andrewkchan.akc@gmail.com>
Co-authored-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: Andrew Sansom <andrew@protopia.ai>
Co-authored-by: Zhiyu <zhiyuc@nvidia.com>
Co-authored-by: Shu Wang <shuw@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
Co-authored-by: Junhao Li <streaver91@gmail.com>
Co-authored-by: Chauncey <chaunceyjiang@gmail.com>
Co-authored-by: iAmir97 <71513472+iAmir97@users.noreply.github.com>
Co-authored-by: iAmir97 <Amir.balwel@embeddedllm.com>
Co-authored-by: Hong Hanh <hanh.usth@gmail.com>
Co-authored-by: Daniel Serebrenik <74646983+pliops-daniels@users.noreply.github.com>
Co-authored-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Guy Stone <guys@spotify.com>
Co-authored-by: yyweiss <70619747+yyweiss@users.noreply.github.com>
Co-authored-by: Pradyun92 <142861237+Pradyun92@users.noreply.github.com>
Co-authored-by: Pradyun Ramadorai <pradyunr@amazon.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@gmail.com>
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2025-08-14 11:23:22 -07:00 |
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Po-Han Huang (NVIDIA)
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67c153b88a
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Fix Llama4 FlashInfer FP4 MoE issues (#22511)
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
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2025-08-12 05:50:59 -07:00 |
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Shu WangandXIn Li
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a3b9c17b56
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Support Tensorrt-LLM MoE fp4 for low-latency (#21331)
Signed-off-by: Shu Wang <shuw@nvidia.com>
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
Signed-off-by: Shu Wang. <shuw@nvidia.com>
Signed-off-by: XIn Li <xinli@nvidia.com>
Co-authored-by: XIn Li <xinli@nvidia.com>
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2025-08-07 19:18:22 -07:00 |
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Wentao Ye
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c3e0e9337e
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[Feature] Add Flashinfer MoE Support for Compressed Tensor NVFP4 (#21639)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2025-07-31 15:26:11 -07:00 |
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amirkl94andmgoin
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207b750e19
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[NVIDIA] Add SM100 Flashinfer MoE per tensor scale fp8 backend (#21458)
Signed-off-by: Amir Klein <203507526+amirkl94@users.noreply.github.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-07-31 06:00:01 -07:00 |
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Po-Han Huang (NVIDIA)
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ff08e51940
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[NVIDIA] Fix Llama4 Scout FP4 functionality issues (#21499)
Signed-off-by: Po-Han Huang <pohanh@nvidia.com>
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2025-07-30 07:33:40 -07:00 |
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Wentao Ye
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bda9d0535f
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[Refactor] Refactor MOE NVFP4 Code Base: ModelOpt + Compressed Tensor (#21631)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2025-07-27 05:25:21 -07:00 |
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Shu Wang
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1b25f1fe75
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Update flashinfer CUTLASS MoE Kernel (#21408)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
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2025-07-24 08:13:31 -07:00 |
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Zhiyu
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6b46c4b653
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Add Nvidia ModelOpt config adaptation (#19815)
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
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2025-07-21 10:02:58 -04:00 |
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Kaixi Houandmgoin
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6d0734c562
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[NVIDIA] Add SM100 Flashinfer MoE blockscale fp8 backend for low latency (#20645)
Signed-off-by: kaixih <kaixih@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-07-19 02:33:01 -07:00 |
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Shu Wangandmgoin
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c7d8724e78
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[Core] FlashInfer CUTLASS fused MoE backend (NVFP4) (#20037)
Signed-off-by: shuw <shuw@nvidia.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-07-17 21:32:45 -07:00 |
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Zhiyu
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4afe687a82
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Enable ModelOpt Llama4 fp8 checkpoint deployment (#20419)
Signed-off-by: Zhiyu Cheng <zhiyuc@nvidia.com>
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2025-07-11 23:07:16 -07:00 |
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Luka Govedičandmgoin
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31d5c1797f
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[Perf][fp8] Use CustomOp abstraction for fp8 quant for better perf (#19830)
Signed-off-by: Luka Govedic <lgovedic@redhat.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2025-07-11 04:56:28 +00:00 |
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Michael Goin
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31b96d1c64
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Support Llama 4 for cutlass_moe_fp4 (#20453)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-07-09 15:53:38 -04:00 |
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Michael Goin
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0e3fe896e2
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Support Llama 4 for fused_marlin_moe (#20457)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2025-07-04 07:55:10 +00:00 |
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Kyle Sayers
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9025a9a705
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[Quant] [Bugfix] Fix quantization config matching with hf_to_vllm_mapper (#20046)
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2025-07-01 19:20:34 +09:00 |
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