 Jiangyun Zhu
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8a56da3845
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[Experimental] Breakable CUDA graph (#42304)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-05-16 22:04:12 +08:00 |
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Michael Goin
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852f567444
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[Bugfix] Respect explicit --kv-cache-dtype over checkpoint kv_cache_scheme (#42782)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-05-15 17:15:52 -07:00 |
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Wentao Ye
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491e8d8539
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[Perf] Optimize MLA attention _v_up_proj bmm by removing additional copy (#42561)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-05-15 08:14:26 -07:00 |
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Matthew Bonanni
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9898f94abe
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[Attention] Remove deprecated MLA prefill arguments (#42555)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-05-14 10:34:06 -07:00 |
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Yongye ZhuandRoger Wang
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0d2732dd91
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[MLA Attention Backend] Add TOKENSPEED_MLA backend for DSR1/Kimi K25 prefill + decode on Blackwell (#41778)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roger Wang <hey@rogerw.io>
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2026-05-13 23:48:02 -07:00 |
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liangel-02
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6b5c389ee3
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expose flex block size for batch invariant mode (#41252)
Signed-off-by: Angel Li <liangel@meta.com>
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2026-05-13 14:11:57 -07:00 |
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Wentao Ye
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3d635c58c0
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[Perf] Optimize MLA compute_prefill_context memory allocation (#42460)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-05-12 16:23:46 -07:00 |
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Rohan PotdarandElizaWszola
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a51376b3f0
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[Performance][DSR1]: Fused RoPE+KVCache+q_concat for MLA (#40392)
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: Rohan Potdar <66227218+Rohan138@users.noreply.github.com>
Co-authored-by: ElizaWszola <ewszola@redhat.com>
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2026-05-11 14:10:50 +00:00 |
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Matthew Bonanni
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01b9b5af67
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[Attention] Minor refactor: layer takes ownership of the MLA prefill backend (#41744)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-05-05 23:22:41 +00:00 |
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Andreas Karatzas
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1cb0838721
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[ROCm][CI] Fix MLA prefill scale for DeepSeek GSM8K (#41569)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
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2026-05-04 16:32:55 -07:00 |
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f3fef12350
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[Attention] Abstract the MLA prefill backends and eliminate cuDNN (#32623)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-05-01 13:36:20 -04:00 |
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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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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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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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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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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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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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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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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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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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dc8df110bc
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add warning when FP8 KV cache misses prefill query quantization (#39752)
Signed-off-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: Albert Cheng (Engrg-Hardware 1) <albecheng@login-lyris02.lyris.clusters.nvidia.com>
Co-authored-by: Michael Goin <mgoin64@gmail.com>
Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>
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2026-04-14 14:43:05 -04:00 |
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Richard Zou
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f44afef6d6
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[compile] Allow strings in custom ops without regressing compilation times (#38123)
Signed-off-by: Richard Zou <zou3519@gmail.com>
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2026-04-10 07:26:37 +00:00 |
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Lucas Wilkinson
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70406eb1dc
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[Attention][V0 Deprecation] Deprecate accept output buffer (#39125)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
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2026-04-07 17:14:58 -04:00 |
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namgyu-youn
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94fbb09894
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[EASY] Drop duplicate KV-cache initialization (#38799)
Signed-off-by: namgyu-youn <namgyu.dev@gmail.com>
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2026-04-06 18:05:39 +00:00 |
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Carl YandClaude Opus 4.6
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1f5ec2889c
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[mla] Support fused FP8/NVFP4 output quantization in MLA attention (#35792) (#36205)
Signed-off-by: Carl You <4531192+carlyou@users.noreply.github.com>
Signed-off-by: Carl Y <4531192+carlyou@users.noreply.github.com>
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
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2026-04-02 21:16:11 -04:00 |
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2ce3d0ce36
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[Feature] KV cache per-token-head INT8/FP8 quantization (#38378)
Signed-off-by: JartX <sagformas@epdcenter.es>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: yangyang4991 <yangyang4991@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Isotr0py <2037008807@qq.com>
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2026-04-02 08:13:26 -04:00 |
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Matthew Bonanni
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116f4be405
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[1/N][Cleanup] Standardize on use of is_quantized_kv_cache (#38659)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-04-01 04:08:01 +00:00 |
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Olya Kozlova
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598190aac3
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[fix] Remove trtllm ragged mla prefills (#36540)
Signed-off-by: Olya Kozlova <okozlova@nvidia.com>
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2026-03-31 12:30:27 -07:00 |
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ElizaWszola
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202f147cf2
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Fix MLA runs when use_inductor_graph_partition=True (#38631)
Signed-off-by: ElizaWszola <ewszola@redhat.com>
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2026-03-31 13:37:43 +00:00 |
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Jonas M. Kübler
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98e7f223b9
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enable skipping of SW attention layers when using FP8 KV cache (#33695)
Signed-off-by: Jonas Kuebler <kuebj@amazon.com>
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2026-03-27 07:25:02 -06:00 |
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Kunshang Ji
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14771f7150
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[XPU] support MLA model on Intel GPU (#37143)
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-03-25 17:43:42 +08:00 |
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Wentao Ye
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c59a132f96
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[V0 Deprecation] Refactor kv cache from list to element (#37487)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-03-23 20:10:11 -07:00 |
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RanranandWentao Ye
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dc6908ac6a
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[Bugfix] Register VLLM_BATCH_INVARIANT in envs.py to fix spurious unknown env var warning (#35007)
Signed-off-by: Ranran <1012869439@qq.com>
Signed-off-by: Ranran <hzz5361@psu.edu>
Signed-off-by: ran <hzz5361@psu.edu>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-03-23 18:31:14 -04:00 |
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Wentao Ye
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0d81a1fe61
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[V0 Deprecation] Deprecate virtual engine (#37195)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-03-18 14:30:14 -07:00 |
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Wentao Ye
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c373b5c00d
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[Log] Reduce duplicate log (#37313)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-03-18 10:57:44 -04:00 |
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Kyuyeun Kim
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0a0a1a198b
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Add ability to replace oot ops when using lora (#37181)
Signed-off-by: Kyuyeun Kim <kyuyeunk@google.com>
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2026-03-16 18:04:15 -07:00 |
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haosdentandOr Ozeri
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ca1954d58c
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[Bugfix] Disable cross-layer KV cache for MLA attention backends (#37090)
Signed-off-by: haosdent <haosdent@gmail.com>
Co-authored-by: Or Ozeri <oro@il.ibm.com>
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2026-03-16 19:03:10 +02:00 |
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haosdent
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6d53efd2a5
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[Bugfix] Fix MLA attention crash with AWQ/GPTQ quantized models (#34695)
Signed-off-by: haosdent <haosdent@gmail.com>
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2026-03-13 23:25:41 +00:00 |
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Matthew Bonanni
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f444c05c32
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[Attention] Use FA4 for MLA prefill (#34732)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-03-12 12:10:17 -04:00 |
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Kunshang Ji
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53ec16a705
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[Hardware] Replace torch.cuda.device_count/current_device/set_device API (#36145)
Signed-off-by: Kunshang Ji <jikunshang95@gmail.com>
Signed-off-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-03-12 07:57:47 -07:00 |
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Shanshan ShenandIsotr0py
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f0d3658c0f
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[MM][OOT] Support CPU seq_lens for OOT MMEncoderAttention kernels (#36605)
Signed-off-by: shen-shanshan <467638484@qq.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2026-03-12 03:28:23 -07:00 |
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Julien Denize
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a5d06dc557
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Add 320 dimension size support to MLA (#36161)
Signed-off-by: Julien Denize <julien.denize@mistral.ai>
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2026-03-11 10:21:22 -07:00 |
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Matthew Bonanni
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77a73458e3
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Reapply [Attention] Refactor check_and_update_config (#35122)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
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2026-03-09 07:17:14 -07:00 |
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Wei Zhao
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379689d533
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[Perf] Support FP8 KV cache for Flashinfer MLA Sparse (#35891)
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2026-03-07 13:51:54 -08:00 |
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Itay Alroy
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24a03915f5
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mla: don't update kv cache on dummy forwards (#36282)
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
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2026-03-07 00:36:00 +00:00 |
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Jiayi YanandHarry Mellor
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6a895197fa
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[Bugfix][CI] fix typos (#34934)
Signed-off-by: 1195343015 <1195343015@qq.com>
Signed-off-by: Jiayi Yan <66017932+1195343015@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-03-05 17:05:46 +00:00 |
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