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c245d35ff4
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[Model] Add MiMo-V2.5 support (#40967)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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Co-authored-by: zjy0516 <zhujiangyun@inferact.ai>
Co-authored-by: yasong <yasong.wang@inferact.ai>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: Copilot <copilot@github.com>
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2026-04-27 13:26:51 +00:00 |
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Xiaoshuang Wangandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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f8ac0c7cf0
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[Bugfix] Fix k_norm weight sharding in MiniMaxM2Attention when total_num_kv_heads < tp_size (#38191)
Signed-off-by: wxsIcey <1790571317@qq.com>
Signed-off-by: Icey <1790571317@qq.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-04-27 05:57:13 -07:00 |
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Yongye Zhu
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706a04d34b
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[DSV4] Add silu clamp limit to shared expert (#40950)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-04-27 00:37:43 -07:00 |
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Isotr0py
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22631f80a0
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[Bugfix] Remove invalid deepstack boundary check for Qwen3-VL (#40932)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2026-04-27 07:27:06 +00:00 |
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Bhoomit
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2cc008e7b4
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[Attention][TurboQuant] Share dequant buffers, eliminate float16_copy (#40941)
Signed-off-by: Bhoomit Vasani <bhoomit.2010@gmail.com>
Signed-off-by: Vasani Bhoomit <bhoomit.2010@gmail.com>
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2026-04-27 13:48:36 +08:00 |
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Zhanda ZhuandYubo Gao
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5d5c776444
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[Perf] FP8 FlashInfer Attn for ViT (#38065)
Signed-off-by: Zhanda Zhu <zhandazhu@gmail.com>
Co-authored-by: Yubo Gao <ybgao-nvidia@users.noreply.github.com>
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2026-04-27 13:44:15 +08:00 |
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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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Jee Jee Li
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8cd174fa35
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[LoRA] MoE LoRA Refactor (#40338)
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2026-04-26 01:55:19 +00:00 |
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Netanel HaberandJee Jee Li
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12a3f6454b
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[Bugfix][MoE] Only unpad routed output before shared expert add or routed output transform (#40865)
Signed-off-by: Netanel Haber <58652339+netanel-haber@users.noreply.github.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-04-25 20:50:12 +00:00 |
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labAxiaoming
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6646c0c7e0
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[Opt] Optimize deepstack buffer handling for multimodal Qwen3 models (#40145)
Signed-off-by: xiaoming <1259730330@qq.com>
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2026-04-25 21:04:26 +08:00 |
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Wentao Ye
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a474da2813
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[Refactor] Remove unused dead code (#40640)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-04-25 07:28:18 +08:00 |
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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
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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>
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2026-04-24 08:27:46 +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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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
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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
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342c58bc54
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[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
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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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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
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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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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>
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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
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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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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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