 Giancarlo Delfin
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dec13a33b7
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[Model Runner V2][Spec Decode] Add multi-layer MTP speculator (#48892)
Signed-off-by: Giancarlo Delfin <gdelfin@inferact.ai>
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2026-07-30 15:54:15 -07:00 |
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12a34a6bc7
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[ROCm][DSV4] B-preshuffle the attention fp8 projections (#46720)
Signed-off-by: Mehmet Cagri Kaymak <mehmet.kaymak@amd.com>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-30 13:59:52 -05:00 |
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Wentao Ye
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837eae6458
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[DSv4 Perf] Remove redundant full kernel for dsv4, 1.88x kernel performance improvement (#50298)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-30 11:39:07 -04:00 |
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Wentao Ye
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904fae8be1
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[DSv4 Perf] Fix redundant memory allocation and copy for dsv4 pp buffer, 448 MiB GPU memory saved (#50312)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-30 11:38:51 -04:00 |
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e2efe79695
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[ROCm]Migrating Deepseek V3.2 to vllm/models/deepseek_v32/ (#47207)
Signed-off-by: sroberts-amd <sroberts@amd.com>
Signed-off-by: Stacy Roberts <sroberts@amd.com>
Co-authored-by: Elvir Crncevic <elvircrn@gmail.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-30 08:37:43 -05:00 |
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+13
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aeeb36b1f1
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[New model] Kimi K3 (#50000)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
Co-authored-by: Wei Zhao <51183510+wzhao18@users.noreply.github.com>
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2026-07-30 03:49:58 -07:00 |
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Nick Hill
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2ecd8645d8
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Revert "[Misc][Minimax-M3]add default video_processor (#50092)" (#50313)
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2026-07-29 13:46:07 -07:00 |
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stefankoncarevic
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381b691620
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[ROCm][CI] Fix Kimi K3 KDA on ROCm (#50262)
Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
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2026-07-29 15:47:50 +00:00 |
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rongfu.lengandCyrus Leung
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df2735ea2e
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[Misc][Minimax-M3]add default video_processor (#50092)
Signed-off-by: rongfu.leng <lenronfu@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-07-29 01:24:51 -07:00 |
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+12
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7c6729b769
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[Model] Add Kimi K3 support: model files and kernels [1/N] (#50089)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
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2026-07-29 14:10:58 +08:00 |
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17a74b745b
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[Model] Add Inkling compressed-tensors dynamic FP8 support (#48876)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-07-28 19:27:01 -07:00 |
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Yiliu DongandOpenAI Codex
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ba702e978e
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[Attention] Skip sparse indexer scoring for dense short prefills (#48407)
Signed-off-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-28 16:17:22 +00:00 |
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Harry Mellor
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62d8db7c05
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[Bugfix] Add missing vllm/models/kimi_k3/__init__.py (#50131)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-07-28 13:47:04 +00:00 |
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Thien Tran
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61ac368021
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[Kimi-K3] Add AttnRes kernels (#50090)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-07-28 00:22:09 -07:00 |
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Colin ZandAndreas Karatzas
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fbb1ef6803
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[Bugfix] Fix DeepseekV4FP8 Quark MXFP4 crash on list-valued weight (#49634)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-07-27 22:32:42 -05:00 |
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Wentao Ye
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b2f9e4caa4
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[DSv4 Perf] Adaptive topk width, 1.0% E2E throughput improvement (#50004)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-27 15:56:52 -04:00 |
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TJianandOpenAI Codex
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0906123953
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[ROCm] [Model] Enable TML inkling (#48841)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-27 10:05:46 +00:00 |
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Wentao Ye
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7fe6d3c76b
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[Perf] Fix moe reduce_scatter perf regression by removing additional comm, 5% E2E throughput gain back. (#48763)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-25 16:36:19 +00:00 |
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rongfu.leng
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d1a8ba63d9
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[Bugfix][MiniMax-M3] Fix token-major top-k buffer handling in Triton … (#49149)
Signed-off-by: rongfu.leng <lenronfu@gmail.com>
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2026-07-25 06:45:27 -07:00 |
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Woosuk Kwon
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213f681f81
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Revert "[Perf][GLM-5.2] Blackwell decode optimizations" (#49768)
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2026-07-24 16:04:59 -07:00 |
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dd72658e7d
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[Perf][GLM-5.2] Blackwell decode optimizations (#48597)
Signed-off-by: Peiyuan Zhou <peiyuanzhou1994@gmail.com>
Signed-off-by: zhou <zhou@zhoudeMacBook-Pro.local>
Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: zhou <zhou@zhoudeMacBook-Pro.local>
Co-authored-by: stefankoncarevic <Stefan.Koncarevic@amd.com>
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2026-07-23 21:36:27 -07:00 |
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Kyle Sayers
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bf27e34ebb
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[CompressedTensors] DeepSeek4 CT Quantization Support (#41276)
Signed-off-by: Kyle Sayers <kylesayrs@gmail.com>
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2026-07-23 20:07:31 -07:00 |
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Michael Goin
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d65acd83d8
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[Model] Support llm-compressor Inkling NVFP4 weights (#49258)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-07-23 20:06:01 -07:00 |
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Wentao Ye
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b0cb1da1bd
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[DSv4 Perf] Skip topk and router when not needed, 3.4% E2E TTFT improvement for Decode case (#49486)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-23 13:08:08 -04:00 |
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Mike G
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76bf55240c
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[Bugfix] Fix DeepSeek-V4 DSpark draft shared-expert padding for TP > 8 (#49415)
Signed-off-by: Mike G <180722391+mikekg@users.noreply.github.com>
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2026-07-23 05:06:21 +00:00 |
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9a698f3255
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[Performance][Model] Avoid transient Inkling result allocations (performance, and OOM prevention on smaller memory configurations) (#49487)
Signed-off-by: Michael Gschwind <mgschwind@nvidia.com>
Co-authored-by: Michael Gschwind <mgschwind@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-23 05:03:34 +00:00 |
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4080263bb2
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[Bugfix][Model] Remove SciPy dependency from Inkling scale planning (#49485)
Signed-off-by: Michael Gschwind <mgschwind@nvidia.com>
Co-authored-by: Michael Gschwind <mgschwind@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-23 04:34:57 +00:00 |
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Colin Zandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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27ffbfde8d
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Fused Shared Expert Support for AMD Quark DeepSeek-V4 Model Checkpoints (#48044)
Signed-off-by: Colin Zeng <Colin.Zeng@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-23 00:34:17 +00:00 |
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Summer Yang
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f3a920a076
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[Core][DSV4] Compact MXFP4 indexer KV cache and packed group overlays (#48993)
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2026-07-22 16:58:44 -07:00 |
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Wentao Ye
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37e370fe93
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[DSv4 Perf] Skip empty c128 kernel launch, around 2x kernel performance improvement. (#48957)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-22 10:55:20 -04:00 |
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aoshen02andaoshen02
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ba18929079
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[Bugfix][SpecDecode] Scope MTP completeness checks outside bucketed updates (#49178)
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
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2026-07-21 18:56:39 -07:00 |
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Avery MiaoandKunshang Ji
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c67650f04b
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[XPU][DeepSeekV4]Add DeepSeek-V4 fuse_index_q SYCL kernel path (#45991)
Signed-off-by: Avery Miao <avery.miao@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-07-21 21:22:34 +08:00 |
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Roberto L. Castroandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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7ca017778f
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[Feat][Perf] Add new warmup infrastructure for JITs (#47451)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
Signed-off-by: Roberto L. Castro <38211239+LopezCastroRoberto@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-20 13:21:55 -07:00 |
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823eaf667d
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[XPU] FP8 o_proj with fp8_bmm and load-time scale transpose (#48334)
Signed-off-by: Wu, Xiaochang <xiaochang.wu@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-20 16:32:03 +08:00 |
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Michael Goin
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02c01f442b
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[Model] Use standard ModelOpt config for Inkling NVFP4 (#48990)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-07-17 18:13:14 -07:00 |
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f3e9497e92
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[Model] Add Inkling LoRA support [4/N] (#48884)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-17 09:52:15 +08:00 |
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Thien Tran
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fe784ff22e
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[M3] Improve indexer for long-context decode (sm100) (#48582)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-07-16 18:12:15 -07:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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f17be06fbe
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[Perf] Optimize clamp to clamp_ (#48143)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Signed-off-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-16 18:41:07 -04:00 |
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fb5ec0dc9e
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[Model] Add Inkling MTP=1 support [3/N] (#48869)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-16 13:27:21 -07:00 |
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Woosuk Kwon
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f61163e6c7
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[Model] Add Hopper FA4 relative attention for Inkling (#48858)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
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2026-07-16 11:26:52 -07:00 |
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251f7e478e
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[Model] Add PW CUDA graph support for Inkling [2/N] (#48822)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-16 10:28:56 -07:00 |
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6570c9800c
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[Model] Add Inkling model support [1/N] (#48799)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <32987265+TheEpicDolphin@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-07-15 23:40:07 -07:00 |
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9d1c695be5
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[XPU] Add DSpark speculative decoding support for DeepSeek-V4 (#47677)
Signed-off-by: Ma Jian <jian1.ma@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-15 17:59:02 -07:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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4238b011a7
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[Feature] Migrate moe sp support to non-torch compiled path for GLM5.2 (#47881)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-15 23:33:15 +00:00 |
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kliuae
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eb33ff34dd
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[ROCm][Perf] DSv4 two-stage compressor kernel for HCA prefill (#47718)
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
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2026-07-15 23:31:51 +00:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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442c421e79
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[Perf] Remove redundant repeat and copy for dsv4, 1.8% E2E TPOT improvement. (#48137)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-15 00:48:10 +00:00 |
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Wentao Ye
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1ff9429655
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[CI Bug] Fully solve accuracy issue for DSv3.2 + MTP + Sequence Parallel (#48036)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-07-14 10:00:24 -04:00 |
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95aab66e95
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[ROCm][MiniMax-M3][Spec Decode] Support speculative decode with AITER sparse PA (#47984)
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Hongxia Yang <hongxia.yang@amd.com>
Co-authored-by: Jun Kang Chow <junkangchow@gmail.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
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2026-07-14 04:12:53 +00:00 |
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ee5a89f4d7
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[ROCm][MiniMax-M3] Add AITER sparse paged attention (#47287)
Signed-off-by: Tan Pin Siang <tanpinsiang@gmail.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: vllmellm <vllm.ellm@embeddedllm.com>
Co-authored-by: Hongxia Yang <hongxia.yang@amd.com>
Co-authored-by: Jun Kang Chow <junkangchow@gmail.com>
Co-authored-by: tjtanaa <tunjian.tan@embeddedllm.com>
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2026-07-12 19:27:29 -07:00 |
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51878e5b6e
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[2/N][KV-Cache Layout Refactor] Pack K/V into the content dim across attention backends (#44455)
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Nicolò Lucchesi <nlucches@redhat.com>
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2026-07-11 11:11:16 -04:00 |
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