 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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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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Rohan Potdar
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3795d7acf4
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[ROCm][Bugfix][GPTOSS]: fix input_ids and expert_map args for quark w4a8 gptoss (#41165)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
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2026-04-29 16:39:01 -07:00 |
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Hemanth Acharya
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6841f5dc77
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[ROCm] Add env flags to disable dynamic MXFP4 quant and enable AITER tuned GEMMs for Attention Projection Layers (#39987)
Signed-off-by: Hemanth Acharya <heachary@amd.com>
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2026-04-29 16:07:46 -07:00 |
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Rohan Potdar
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944e138bcf
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[ROCm][Bugfix]: W4A4 MOE using emulation instead of AITER on MXFP4-supported hardware (#41175)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
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2026-04-29 16:39:03 -05:00 |
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chelnnexy
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d109eacd05
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[Bugfix][ROCm] Fix gemm_a4w4 call to use updated AITER API signature (#40754)
Signed-off-by: cheiluno <cheiluno@amd.com>
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2026-04-29 09:04:53 +09:00 |
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Andreas Karatzas
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5e2c37facd
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[ROCm][CI] Add missing quantization methods and fix online quant test failures (#39801)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-04-27 15:08:57 -05:00 |
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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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Jinzhen Lin
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9f771b3ab9
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[Quantization] add humming quantization kernel (#34556)
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2026-04-24 09:29:44 -04:00 |
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Jackmin801andClaude
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079a4cf399
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[MoE] Move cutlass moe to fused_moe/experts/ (#40574)
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-04-24 06:05:49 +00:00 |
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e4ee48da2d
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[MoE refactor] refactor GPTQMarlinMoEMethod with MK (#37990)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.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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2026-04-23 05:21:47 +00:00 |
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Wentao Yeandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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8f87eb4622
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[Refactor] Clean up log once scope="local" (#40540)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-04-22 16:42:43 -04:00 |
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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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Robert ShawandClaude
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5f76b3fb30
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[MoE] Convert CT W8A8 To Oracle Structure (#39187)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-04-22 14:53:30 +00:00 |
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a250f1bd5f
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[Bugfix] LoRA for DeepSeek V3.2 (#35077)
Signed-off-by: Hollow Man <hollowman@opensuse.org>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-04-22 19:33:50 +08:00 |
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Martin Hickey
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3951d3eacd
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[MyPy] Enable mypy for vllm/model_executor/layers/ (#40159)
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
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2026-04-21 20:15:02 -07:00 |
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f946659fff
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[Bugfix] Fix W4A8_FP8 MoE tp>1 correctness and view() TypeError (#40310)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-21 21:58:33 -04:00 |
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Yan Ma
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595562651a
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[XPU] fix MoE triton backend in online fp8 quantization (#40109)
Signed-off-by: Yan Ma <yan.ma@intel.com>
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2026-04-20 11:31:39 -04:00 |
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Vasiliy Kuznetsov
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38fa87caca
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mxfp8 online quant move to new frontend (#40152)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-20 06:26:12 -07:00 |
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Dan Alistarh
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ed0622e3a8
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[Attention] TurboQuant: remove redundant random signs, add prior art attribution (#40194)
Signed-off-by: Dan Alistarh <d.alistarh@gmail.com>
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2026-04-18 14:31:59 -04:00 |
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Michael Goin
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a8bffaa133
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[Kernel] Add MXFP4 W4A4 CUTLASS MoE kernel for SM100 (#37463)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-04-17 16:42:32 -07:00 |
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Asaf Gardin
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ad2b1277f9
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[Quantization] Consolidate experts_int8 with fp8 online quantization (#38463)
Signed-off-by: Josephasafg <ajgard7@gmail.com>
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2026-04-16 13:12:20 -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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zofia
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fc701c8058
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[XPU][MXFP4] add mxfp4 quant op for XPU (#39857)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
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2026-04-15 12:28:19 +00:00 |
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Zhenzhong Xu
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60995c05b4
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[Quantization][Autoround][CPU] Add W4A16 Support (#38192)
Signed-off-by: Zhenzhong1 <zhenzhong.xu@intel.com>
Signed-off-by: Zhenzhong Xu <zhenzhong.xu@intel.com>
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2026-04-15 18:38:31 +08:00 |
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f4b42df048
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[Attention Backend] TurboQuant: 2-bit KV cache compression with 4x capacity (#38479)
Signed-off-by: vibhavagarwal5 <vibhavagarwal5@gmail.com>
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Xinyu Chen <xinyu1.chen@intel.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
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2026-04-14 19:57:13 -07:00 |
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Jackmin801andRobert Shaw
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1a9353bb02
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[MoE] Move GPT OSS Triton kernel experts into fused_moe/experts/ (#39007)
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
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2026-04-14 19:27:39 +00:00 |
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danielafrimiandroot
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240f2636ca
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[Kernel] Support TRTLLM GEN NVFP4 MoE for non-512-aligned hidden dims via weight padding (#39510)
Signed-off-by: root <root@lyris0017.lyris.clusters.nvidia.com>
Signed-off-by: Daniel Afrimi <dafrimi@nvidia.com>
Co-authored-by: root <root@lyris0017.lyris.clusters.nvidia.com>
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2026-04-14 11:49:56 -07:00 |
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bnellnmandRobert Shaw
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e1e318af01
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[MoE Refactor] Remove MoE DP chunking (#39107)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-04-14 09:48:05 -04:00 |
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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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Yi Liu
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d8ddb31644
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[Bugfix][CT] Fix KV cache scale handling (#39418)
Signed-off-by: yiliu30 <yi4.liu@intel.com>
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2026-04-13 10:50:16 -04:00 |
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EdalatiAli
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df1e30e74b
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[Quant] add CompressedTensorsW8A8Mxfp8 for linear and MoE layers (#38815)
Signed-off-by: EdalatiAli <aliedalati@cohere.com>
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2026-04-11 17:21:36 -06:00 |
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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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Kunshang Ji
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55d037e2e5
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[CT][FP8][Marlin] refactor CompressedTensorsW8A16Fp8 to use kernel abstraction (#38244)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
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2026-04-10 09:58:35 +08:00 |
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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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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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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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Benjamin Chislettandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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8332078cfd
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[Bugfix] FlashInfer MXINT4 MoE crashes, missing do_finalize (#39315)
Signed-off-by: Benjamin Chislett <bchislett@nvidia.com>
Signed-off-by: Benjamin Chislett <chislett.ben@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-04-08 20:36:33 -04:00 |
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Wentao Ye
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2018137242
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[Feature] Batch invariant nvfp4 linear support (#39322)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-04-08 16:29:13 -04:00 |
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zofiaandKunshang Ji
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ad3304425b
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[XPU] add xpu backend implementation of mxfp8 quant (#38682)
Signed-off-by: Zhu, Zufang <zufang.zhu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-04-08 08:30:35 +08:00 |
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rasmith
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83d09d36b5
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[CI][Bugfix][AMD][ Ensure weights created when using emulating OCP MXFP4 (#36993)
Signed-off-by: Randall Smith <Randall.Smith@amd.com>
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2026-04-08 00:37:16 +08:00 |
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Jinzhen Lin
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7310555482
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[Bugfix] Fix marlin nvfp4 rescaling (#37502)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
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2026-04-07 08:57:17 -07:00 |
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Wei Zhao
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0be9516ea4
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[Bug] Fix Trtllm Fp8 MoE Weight Shuffle Memory Fragamentation (#39054)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
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2026-04-07 08:04:08 -04:00 |
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bnellnm
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b2b2c5239e
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[MoE Refactor] Split up compressed_tensors_moe.py (#38960)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-06 20:07:54 -04:00 |
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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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e8ebbdde83
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[Quantization] Add FlashInfer CuteDSL batched experts backend for NVFP4 MoE (#38251)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
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2026-04-06 11:57:53 -07:00 |
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Wei ZhaoandRobert Shaw
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1af6f78ae5
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[Perf] Change Trtllm fp8 MoE to use Shuffled Weights and BlockMajorK Layout (#38993)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-04-05 10:54:31 -04:00 |
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Robert ShawandRobert Shaw
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968ed02ace
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[Quantization][Deprecation] Remove Petit NVFP4 (#32694)
Signed-off-by: Robert Shaw <robshaw@redhat.com>
Co-authored-by: Robert Shaw <robshaw@redhat.com>
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2026-04-05 00:07:45 +00:00 |
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Vasiliy Kuznetsov
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7b1a7423be
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[Frontend] new online quantization frontend (#38138)
Signed-off-by: Vasiliy Kuznetsov <vasiliy@meta.com>
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2026-04-03 11:58:39 -04:00 |
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