 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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milesial
|
9ad5abe772
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Fix Nano Nemotron VL static image inputs (#40724)
Signed-off-by: Alexandre Milesi <milesial@users.noreply.github.com>
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2026-04-24 09:18:55 +00:00 |
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512f522192
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[Model] Gemma4: add bidirectional vision attention for sliding layers with window guard (#40534)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Signed-off-by: Luciano Martins <lucianomartins@google.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
|
2026-04-24 08:27:46 +00:00 |
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Yuwen ZhouandKunshang Ji
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4c34b2f6fc
|
[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
|
[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
|
[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
|
[Bugfix] Fix DeepSeek V2-Lite Accuracy drop (#40673)
Signed-off-by: Bill Nell <bnell@redhat.com>
|
2026-04-23 18:11:37 -04:00 |
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1b1c01de39
|
[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
|
[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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stevenkuangandJee Jee Li
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d0009ddb0b
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[Model] Support Hy3 preview (#40681)
Signed-off-by: stevenkuang <stevenkuang@tencent.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-04-23 22:08:26 +08:00 |
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Shanshan Shen
|
fe57be7809
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[MM][CG] Support --enable-vit-cuda-graph option for VLM examples (#40580)
Signed-off-by: shen-shanshan <467638484@qq.com>
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2026-04-22 22:46:14 -07:00 |
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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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Kunshang Ji
|
342c58bc54
|
[BugFix]fix Qwen3 MoE call gate twice (#40664)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-04-23 05:04:41 +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
|
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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AllenDouandzixiao
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9047288b68
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support hotwords for FunASR model (#39674)
Signed-off-by: zixiao <shunli.dsl@alibaba-inc.com>
Co-authored-by: zixiao <shunli.dsl@alibaba-inc.com>
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2026-04-22 02:25:06 -07:00 |
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philip-essential
|
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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4eafc72928
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[Audio] Bundle get_generation_prompt() params into SpeechToTextParams (#36268)
Signed-off-by: Ekagra Ranjan <3116519+ekagra-ranjan@users.noreply.github.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
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2026-04-22 12:24:18 +08:00 |
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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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Rishapveer Singhandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
|
9b60e2ffaa
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[Bugfix] Fix quantized model initialization failure with prefetch offloading (#40432)
Signed-off-by: Rishapveer Singh <singhrishapveer@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-21 20:15:58 -07:00 |
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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
|
[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
|
1842447c09
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[Refactor] Remove unused param (#39750)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-04-21 14:59:20 -07:00 |
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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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Harry Mellor
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6ee081d1d0
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Add new tp plan styles to the Transformers modelling backend (#40467)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-04-21 08:51:30 -07:00 |
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roikoren755
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f819265a4a
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Default to 'align' mamba cache mode for Mamba-based models when speculative decoding is enabled (#40454)
Signed-off-by: Roi Koren <roik@nvidia.com>
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2026-04-21 14:51:43 +00:00 |
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Shanshan Shen
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936e0b79aa
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[MM][CG] Optimize default max_frames_per_batch auto-infer for ViT CUDA graph video inference (#40445)
Signed-off-by: shen-shanshan <467638484@qq.com>
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2026-04-21 14:47:53 +00:00 |
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ℍ𝕠𝕝𝕝𝕠𝕨 𝕄𝕒𝕟
|
908a713488
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[Bugfix] LoRA: extend expert base_layer loading to Qwen3.5 and Step3.x (#37114)
Signed-off-by: Hollow Man <hollowman@opensuse.org>
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2026-04-21 14:17:03 +00:00 |
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d249a9e90e
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Add Granite 4.1 Vision as built-in multimodal model (#40282)
Signed-off-by: Artem Spector <artems@il.ibm.com>
Signed-off-by: artemspector <artems@il.ibm.com>
Co-authored-by: artemspector <artems@il.ibm.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
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2026-04-21 05:43:39 -07:00 |
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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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Luciano MartinsandLuciano Martins
|
20d3743491
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[Bugfix] Gemma4: fix multimodal embedder norm order to match HF reference (#40411)
Signed-off-by: Luciano Martins <lucianommartins@users.noreply.github.com>
Co-authored-by: Luciano Martins <lucianommartins@users.noreply.github.com>
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2026-04-21 02:28:26 +00:00 |
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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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