 Ilya Markov
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b3ee560ae8
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[Bugfix][MoE] Apply expert_map remapping for CUTLASS FP4 MOE expert parallel (#59042)
Signed-off-by: Markov Ilya <markovilya197@gmail.com>
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2026-10-12 10:02:56 -04:00 |
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9f3d70e081
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[Quantization] Enable shared expert fusion compatibility with online shared_expert quantization (showcase: along Quark MXFP4 routed experts) (#55686)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Signed-off-by: fxmarty-amd <felmarty@amd.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-10-08 12:04:46 -04:00 |
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Wentao Ye
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fae5cbfc8b
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[Refactor] Remove dead code multiple places (#58002)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-22 16:36:03 -04:00 |
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Harry MellorandClaude Opus 5
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8c1557a79c
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Add pydocstyle to the ruff rules (#52136)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-16 16:44:29 +00:00 |
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Itay Alroy
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658c8131c7
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[Elastic EP] Reuse CUDA graphs across reconfiguration (#54985)
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2026-09-12 10:26:39 -04:00 |
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Julien Debache
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ab54f5bd83
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[Chore] Remove redundant _pack_topk_ids_weights_kernel in TrtLLM NvFP4 MoE (#46872)
Signed-off-by: jdebache <jdebache@nvidia.com>
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2026-09-01 15:30:11 -04:00 |
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2fe5cef35e
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[Fix] Fix FSE compatibility detection for Quark-produced models (#54573)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-01 12:12:20 -05:00 |
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Chauncey
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7d5769b2d9
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[Perf][DSv4] Use native CUDA SwiGLU clamp kernel for Humming MoE (throughput +1.40%) (#53685)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
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2026-08-27 13:52:45 -07:00 |
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xuebwang-amdandClaude Opus 5
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d3fafe0c27
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[Quantization] Remove the dead ocp_mx_scheme branch from moe_kernel_quantize_input (#52603)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
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2026-08-18 16:42:45 -05:00 |
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fxmarty-amd
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88b2bff2c6
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[MOE] Standardize and abstract fused shared expert optimization selection (#51695)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-08-18 12:56:56 -04:00 |
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6f00a1ae3b
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fused_moe: add VLLM_TRITON_USE_TD tensor-descriptor path (#42436)
Signed-off-by: Artur Fierka <artur.fierka@intel.com>
Signed-off-by: Lena Onyshchenko <162571002+oonyshch@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Lena Onyshchenko <162571002+oonyshch@users.noreply.github.com>
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2026-07-29 13:15:10 +08:00 |
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df13b5aef5
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[XPU] [MoE] add quant input when prepare for fusedmoe (#47122)
Signed-off-by: mayuyuace <qiming1.zhang@intel.com>
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Signed-off-by: zofia <110436990+zufangzhu@users.noreply.github.com>
Co-authored-by: mayuyuace <qiming1.zhang@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-20 15:47:26 +08:00 |
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gnovackandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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21472f32ea
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add pad-aware swiglu limit kernel (#48287)
Signed-off-by: gnovack <novackgm@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-13 16:48:19 -07:00 |
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Netanel Haberandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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066f02ae94
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[MoE] FI autotuning: max bucket = max token count [e.g. DP_size*MNBT] (#47427)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-07 12:08:36 +03:00 |
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Xin Yang
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1273a8f05a
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[Kernel] Add swap AB optimization to fused_moe_kernel (#36559)
Signed-off-by: Xin Yang <xyangx@amazon.com>
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2026-06-25 01:44:30 +00:00 |
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fxmarty-amd
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e368415daa
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[AMD][OCP MX][CI] Fix tests to not dispatch on UNFUSED_TRITON backend on MI300, improve w_mxfp4_a_fp8 emulation support (#46142)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
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2026-06-23 14:25:27 -04:00 |
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Matt
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a346d589f5
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[Bugfix] Fix NVFP4/OCP MX MoE emulation (#46254)
Signed-off-by: Matthew Wong <Matthew.Wong2@amd.com>
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2026-06-20 23:13:10 -05:00 |
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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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Yongye Zhu
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2d2c660104
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[MoE] Remove inplace fused experts mechanism (#43727)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-05-27 20:00:19 -07:00 |
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Jee Jee Li
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2267f70070
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[Kernel] Pack topk id/weights triton kernel (#42527)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-05-18 03:04:31 -07:00 |
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Michael Goin
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8bcd8a260c
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[Bugfix] Fix FlashInfer CUTLASS MXFP4-MXFP8 MoE by restoring swizzled scale (#42089)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-05-08 15:59:06 -07:00 |
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b4806c8ee1
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[DSV4] Add BF16 and MXFP8 A2A support for flashinfer a2a one sided (#40960)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@users.noreply.github.com>
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
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2026-04-30 15:33:12 -07:00 |
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fxmarty-amdandClaude
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2917d6363a
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[NVFP4][Hopper/AMD Instinct] Add Triton kernels for NVFP4 dequantization and QDQ emulation (#40033)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-04-30 17:35:48 -04:00 |
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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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fxmarty-amdandKyle Sayers
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d622e27d2b
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[NVFP4] NVFP4 MOE emulation fallback for H100/MI300/MI350, standardize TritonExperts usage for OCP MX emulation (#35737)
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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2026-04-22 08:58:54 -07:00 |
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PikaPikachu
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827268e98d
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[Quantization] Support Quark W8A8 INT8 MoE inference (#36320)
Signed-off-by: kangletian <Letian.Kang@amd.com>
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2026-04-09 17:24:43 +00:00 |
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Wei Zhao
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b69bf2f0b1
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[Perf] Use torch compile to fuse pack topk in trtllm moe (#37695)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Signed-off-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
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2026-03-27 17:30:46 -06:00 |
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Chaitanya Sri Krishna LollaandTej Kiran
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3982bc2cd0
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[ROCm] Enable DeepEP ROCm as all2allbackend for AMD GPUs. (#34692)
Signed-off-by: Tej Kiran <vpolamre@amd.com>
Co-authored-by: Tej Kiran <vpolamre@amd.com>
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2026-03-21 00:32:31 -07:00 |
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Wentao Ye
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b3d0b37908
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[Refactor] Remove unused dead code (#36171)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-03-20 16:12:51 -06:00 |
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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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Yongye Zhu
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1976356ee6
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[MoE Refactor] MXFP4 Cutlass Experts to MK (#34542)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-02-25 17:32:39 -08:00 |
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Wentao Ye
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7f40e9e516
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[Refactor] Remove dead private func _fp8_perm and _extract_mask_for_item (#35068)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-02-23 05:05:20 -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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b129136c7a
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[ROCm][Quantization] GPT_OSS in amd-quark format model loading and emulations (#29008)
Signed-off-by: xuebwang-amd <xuebwang@amd.com>
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-02-10 10:08:05 -05:00 |
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c3b40dc3e7
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[Models] Step-3.5-Flash (#33523)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: i-zhangmingming <i-zhangmingming@stepfun.com>
Co-authored-by: xiewuxun <xiewuxun@stepfun.com>
Co-authored-by: zetaohong <i-hongzetao@stepfun.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-02-02 10:21:18 +08:00 |
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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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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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3f72639d36
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[FIX] Add NO_MUL activation support for modular kernel path (#31528)
Signed-off-by: dafrimi <dafrimi@nvidia.com>
Signed-off-by: <>
Co-authored-by: root <root@gpu-267.slurm-workers-slurm.slurm.svc.cluster.local>
Co-authored-by: root <root@gpu-537.slurm-workers-slurm.slurm.svc.cluster.local>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: root <root@pool0-01777.cm.cluster>
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2026-01-12 11:55:49 -05:00 |
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Yeshwanth N
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71b1c8b667
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[Chore]:Extract math and argparse utilities to separate modules (#27188)
Signed-off-by: Yeshwanth Surya <yeshsurya@gmail.com>
Signed-off-by: Yeshwanth N <yeshsurya@gmail.com>
Signed-off-by: yeshsurya <yeshsurya@gmail.com>
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2025-10-26 04:03:32 -07:00 |
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Isotr0py
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6ac5e06f7c
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[Chore] Clean up pytorch helper functions in vllm.utils (#26908)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: isotr0py <2037008807@qq.com>
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2025-10-18 09:48:22 -07:00 |
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bnellnm
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60e419c1ee
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[Misc] cache result of disable_inplace (#26666)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2025-10-13 00:17:50 +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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bnellnm
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a462331e36
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[Bugfix] Disable moe inplace for torch >= 2.9 (#26497)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2025-10-09 18:07:38 +00:00 |
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fxmarty-amd
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41f1cf38f2
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[Feature][OCP MX] Support mxfp6 and mixed mxfp6-mxfp4 (#21166)
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2025-10-07 09:35:26 -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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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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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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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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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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Wentao Ye
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42d440c22b
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[Perf] Use Triton instead of Torch for DeepGEMM Per Token Group Quant (#20841)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2025-07-12 19:38:45 -07:00 |
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