 Artem Perevedentsev
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333529deae
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[EPLB] Fix replica selection bias in fused_moe router (#40810)
Signed-off-by: Artem Perevedentsev <aperevedents@nvidia.com>
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2026-04-24 22:06:41 +00:00 |
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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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Itay Alroy
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c9d3c6e6af
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fused_moe: treat NIXL EP as batched experts (#40412)
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
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2026-04-24 08:05:31 -05:00 |
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Netanel Haber
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e8eb0490ce
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[Bugfix][MoE] Unpad routed output before shared expert add [Fixes #35949] (#40794)
Signed-off-by: Netanel Haber <nhaber@nvidia.com>
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2026-04-24 11:53:23 +00:00 |
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Jiangyun Zhu
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e8ee2a78db
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[Attention] use diff kv backend for mimo v2 flash (#40045)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-04-24 11:25:55 +00:00 |
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Yuwen ZhouandKunshang Ji
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4c34b2f6fc
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[XPU] Enable torch.compile for XPU GDN attention (#39466)
Signed-off-by: yuwenzho <yuwen.zhou@intel.com>
Signed-off-by: Yuwen Zhou <yuwen.zhou@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-04-24 16:26:16 +08:00 |
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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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Nick Hill
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fe85a92e86
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[Core] Avoid seq_lens_cpu GPU->CPU sync (#40654)
Signed-off-by: Nick Hill <nickhill123@gmail.com>
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2026-04-24 00:35:55 +00:00 |
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Hemanth Acharya
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fa4b70555b
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[ROCm] Cast score correction bias tensor during model construction for DeepSeek/Kimi-K2 (#39999)
Signed-off-by: Hemanth Acharya <heachary@amd.com>
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2026-04-24 09:02:12 +09:00 |
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Jackmin801andRobert Shaw
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447c372ac5
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[MoE] Move remaining PrepareAndFinalize to prepare finalize folder (#39009)
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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2026-04-23 20:00:53 -04:00 |
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bnellnm
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4a6dd1c3cc
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[Bugfix] Fix DeepSeek V2-Lite Accuracy drop (#40673)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-23 18:11:37 -04:00 |
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1b1c01de39
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[MoE] Move xpu moe to fused_moe/experts/ (#40568)
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-04-23 13:38:10 -04:00 |
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bnellnm
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1c2c1eb8b9
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[MoE Refactor] Rename FusedMoE.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-23 11:22:34 -04:00 |
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b7a2605020
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[Bugfix] Make Attention Backend Auto-Selection Batch-Invariance-Aware (#40193)
Signed-off-by: Srreyansh Sethi <srreyansh.sethi@gmail.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-23 14:57:03 +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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Lucas Kabelaandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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22fa63cfe8
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[Bugfix][Torch 2.12] Fix batch_invariant test with allow_override for torch 2.12 upgrade (#40562)
Signed-off-by: Lucas Kabela <lucaskabela@meta.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-22 13:48:55 -07:00 |
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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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bnellnm
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809d83c2dc
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[MoE Refactor] Combine MoERunnerBase + DefaultMoERunner (#40560)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-22 14:43:17 +00:00 |
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Hank_
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a4905133f3
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[xpu][rocm] Update current_platform.supports_fp8() for TritonExperts (#40132)
Signed-off-by: Hank <hcc.mayday@gmail.com>
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2026-04-22 13:39:40 +02:00 |
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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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philip-essential
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123674879e
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[Model] Add block-local attention and YaRN for local layers to Gemma3 (#39823)
Signed-off-by: Philip Monk <169196560+philip-essential@users.noreply.github.com>
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2026-04-21 23:34:50 -07:00 |
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Carl Yandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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4506319a28
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[compile] mla + group fp8 fusion (#38877)
Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-21 23:16:58 -04:00 |
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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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bnellnmandRobert Shaw
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9db4650e5e
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[MoE Refactor] Add more MoE layer tests (#39349)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-04-21 18:12:36 -04:00 |
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bnellnm
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5e584ce9ec
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[MoE Refactor] Remove SharedFusedMoE class (#35782)
Signed-off-by: Bill Nell <bnell@redhat.com>
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2026-04-21 18:12:12 -04:00 |
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Wentao Ye
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16688b26a6
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[Perf] Optimize batch invariant with fused rms norm, 2.1% E2E latency improvement (#40413)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-04-21 19:51:03 +00:00 |
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milesial
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257015d5e5
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[MoE] Triton MoE Perf regression - restore low latency path (#39016)
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2026-04-21 02:37:11 -04:00 |
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Chauncey
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18563f2072
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[Misc] Reduce attention logging levels (#40086)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
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2026-04-21 02:09:25 +00:00 |
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bnellnmandRobert Shaw
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6867bcd076
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[Bugfix] Replace code that disabled shared expert overlap (#39222)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-04-20 19:36:16 -04:00 |
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bai
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191e3fdaa1
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Update flashinfer to 0.6.8 (#39959)
Signed-off-by: bai <v@gor.io>
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2026-04-20 10:37:23 -07:00 |
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bnellnmandRobert Shaw
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726efe177b
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[MoE Refactor] Move the shared/fused expert output sum into MoERunnerBase (#35949)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
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2026-04-20 12:28:46 -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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Tao He
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8936118134
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[Qwen][Bugfix] Fixes sigmoid activation in torch impl of RMSNormGated. (#40245)
Signed-off-by: Tao He <linzhu.ht@alibaba-inc.com>
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2026-04-20 04:28:19 +00:00 |
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Shinichi Hemmiandgemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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fcb31c1ac3
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[Bugfix] Properly initialize PerTensorScaleParameter for fused-on-disk checkpoints (#39765)
Signed-off-by: Hemmi Shinichi <shemmi@preferred.jp>
Signed-off-by: Shinichi Hemmi <50256998+Alnusjaponica@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-04-20 02:53:04 +00:00 |
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danisereb
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d1135a5087
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Fix MoE backend selection for LoRA (unquantized MoE) (#40273)
Signed-off-by: Daniel Serebrenik <daserebrenik@nvidia.com>
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2026-04-19 17:18:40 +00:00 |
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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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Yusuf Mohammad
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b5f6c5f834
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Added general ND x ND matmul and unit test for it (#39909)
Signed-off-by: Yusuf <yusufmohammad@live.com>
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2026-04-18 10:05:21 -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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sychen52
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6b2b7bd0eb
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Add nvfp4 support to reshape_and_cache_flash (#37332)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
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2026-04-17 07:28:00 -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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roikoren755
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b897f00c9c
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Gate SSU dispatch setup (#40039)
Signed-off-by: Roi Koren <roik@nvidia.com>
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2026-04-16 13:06:01 -07:00 |
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Fadi Arafehandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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445b7093fd
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[perf][cpu] Accelerate BF16 GELU with LUT impl on Arm CPUs (#37469)
Signed-off-by: Fadi Arafeh <fadi.arafeh@arm.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-15 22:26:17 -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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