 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>
|
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>
|
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>
|
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>
|
2025-12-16 11:01:38 -05:00 |
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Shengliang XuandPavani Majety
|
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>
|
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>
|
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>
|
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>
|
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>
|
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>
|
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>
|
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>
|
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>
|
2025-11-19 18:53:15 -05:00 |
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Shu WangandMichael Goin
|
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>
|
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>
|
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)
|
2025-11-16 13:39:44 -05:00 |
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Pavani Majety
|
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>
|
2025-11-07 04:18:39 -08:00 |
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6b7a81185d
|
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>
|
2025-11-05 06:06:06 -05:00 |
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bnellnm
|
938772af03
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[Kernels] Isolate modular kernel code from FusedMoEMethodBase subclasses. (#27123)
|
2025-11-04 21:59:45 +08:00 |
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Shu Wang
|
fc16f1c477
|
Flashinfer_CUTLASS_MOE fuses quantization for TP (#27223)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
|
2025-10-31 17:54:29 +00:00 |
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tomeras91
|
61089465a6
|
[Model] Add MoE support for NemotronH (#25863)
Signed-off-by: Tomer Asida <57313761+tomeras91@users.noreply.github.com>
|
2025-10-23 10:27:23 +00:00 |
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Shu WangandMichael Goin
|
f95da13c3d
|
[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>
|
2025-10-21 01:50:31 -04:00 |
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jiahancandMichael Goin
|
41d3071918
|
[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>
|
2025-10-16 16:20:25 -07:00 |
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Kaixi Houandmgoin
|
de92d916fe
|
[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>
|
2025-10-15 13:53:00 -04:00 |
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XiaobingZhang
|
d796375258
|
[ModelOpt] Remove NVFP4 MoE K%16==0 constraint (#26891)
Signed-off-by: XiaobingSuper <xiaobingzhangupc@gmail.com>
|
2025-10-15 13:06:17 -04:00 |
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Varun Sundar RabindranathandVarun Sundar Rabindranath
|
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>
|
2025-10-14 02:22:16 +00:00 |
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Harry Mellor
|
8fcaaf6a16
|
Update Optional[x] -> x | None and Union[x, y] to x | y (#26633)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2025-10-12 09:51:31 -07:00 |
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Benjamin Chislett
|
2161efe978
|
[Bugfix] Allow skipping MoE in NVFP4 (fix for MTP) (#25987)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
|
2025-10-06 16:16:30 -04:00 |
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Harry Mellor
|
d6953beb91
|
Convert formatting to use ruff instead of yapf + isort (#26247)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
|
2025-10-05 07:06:22 -07:00 |
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Pavani Majety
|
a26917332f
|
[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>
|
2025-10-03 19:35:06 +00:00 |
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Lee Nau
|
d5ab28511c
|
[Bugfix] Use correct key "ignore" for config.json non-quantized layers (#25706)
Signed-off-by: Lee Nau <lnau@nvidia.com>
|
2025-09-29 15:07:29 -04:00 |
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Shu Wang
|
081b5594a2
|
Fix routing_bias dtype (#25711)
Signed-off-by: Shu Wang. <shuw@nvidia.com>
|
2025-09-25 23:35:14 +00:00 |
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XuruiYangandyangxurui
|
845adb3ec6
|
[Model] Add LongCat-Flash (#23991)
Signed-off-by: yangxurui <yangxurui@meituan.com>
Co-authored-by: yangxurui <yangxurui@meituan.com>
|
2025-09-24 21:53:40 -07:00 |
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ZhiyuandMichael Goin
|
431535b522
|
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>
|
2025-09-19 22:40:33 +00:00 |
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bnellnm
|
5963b98b46
|
[Kernel] Delegate construction of FusedMoEQuantConfig to FusedMoEMethodBase subclasses (#22537)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2025-09-17 17:43:31 -06:00 |
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Michael GoinandWentao Ye
|
dbebb7f812
|
[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>
|
2025-09-16 15:45:10 -06:00 |
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tomeras91andCyrus Leung
|
08abfa78ec
|
[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>
|
2025-09-10 10:20:46 -07:00 |
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bnellnm
|
e9b92dcd89
|
[Kernels] Overlap shared experts with send/recv (#23273)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2025-09-03 12:35:18 -04:00 |
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8fb85b7bb6
|
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>
|
2025-08-29 21:36:48 -07:00 |
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