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d6a1677d55
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[Model][DSv4.1] FlashMLA mega attention and the NVFP4 compressed KV cache (#56935)
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Signed-off-by: 云挚 <ningyunxiao.nyx@antgroup.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Yunxiao Ning <73625538+foraxe@users.noreply.github.com>
Co-authored-by: AI Assistant <noreply@openai.com>
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2026-09-16 03:07:50 -07:00 |
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6ecd97f1b7
|
[Perf][DSpark] Add KV-only context insertion across V4.1 cache formats (#56441)
Signed-off-by: 0z5a <0z5a@users.noreply.github.com>
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: 0z5a <0z5a@users.noreply.github.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-15 21:34:55 -07:00 |
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e6eb0d120c
|
[Model][DSv4.1] Store the whole KV in MXFP8 (FlashMLA V4.1 record) (#56893)
Signed-off-by: Yongye Zhu <yongye@inferact.ai>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
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2026-09-14 20:12:55 -07:00 |
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29332cf936
|
[4/N] Expose HiSparse cache metrics via KV connector stats (#56061)
Signed-off-by: NickLucche <nicolo.lucchesi@mistral.ai>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-12 10:47:55 -07:00 |
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d43bb2f37f
|
[3/N] HiSparse: host-resident sparse-MLA decode hot-buffering (#53781)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Signed-off-by: Matthew Bonanni <matthew@neuralmagic.com>
Signed-off-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Lucas Wilkinson <lwilkinson@neuralmagic.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
|
2026-09-12 00:36:47 -04:00 |
|
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Wentao Ye
|
1e1060f998
|
[Kimi Perf] Group fp8 mla cahche insertion, 4~6x kernel level performance improvement for small batch (#55356)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
|
2026-09-11 08:16:57 -07:00 |
|
|
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9521c60bdc
|
[ROCm][Perf] Kimi-K3 Fused kernels for KDA prefill reland (#54038)
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: kliuae <17350011+kliuae@users.noreply.github.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
|
2026-09-10 15:37:54 +08:00 |
|
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Yongye ZhuandClaude Opus 5
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be1cb9834b
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[Kernel] Optional Q-norm in fused DSv4 MLA epilogue; group_size=32 for packed FP8 quant (#56215)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
|
2026-09-10 00:35:59 -07:00 |
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Roderick Wuandmgoin
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2c9d68f80b
|
[Quant][Kernel] Remove GPTQ Group/Dynamic Activation Ordering (#54809)
Signed-off-by: Roderick-Wu <roderickwu2003@gmail.com>
Signed-off-by: Roderick Wu <roderickwu2003@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
|
2026-09-08 12:45:12 -07:00 |
|
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Misha GoinandOpenAI Codex
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82b7d49a6e
|
[MoE] Generalize masked activation for padded layouts (#51217)
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
|
2026-09-01 11:34:13 -04:00 |
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sychen52
|
7c5dc571cb
|
[Attention][DSA] Enable W4A16 DSA (#51724)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
|
2026-09-01 12:37:47 +08:00 |
|
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Yongye Zhu
|
d6d6658543
|
[Kimi-K3][Perf] Make native CUDA AttnRes the SM100 default (#54261)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
|
2026-08-31 23:18:12 +00:00 |
|
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Jee Jee Li
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e2c8eeac40
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[kernel] Fused embedding kernel (#53677)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
|
2026-08-31 11:34:14 +00:00 |
|
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+5
|
e126687a9a
|
[Model] Support Qwen3.8-Flash-Next (#53896)
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: andyluo7 <andy.luo@amd.com>
Signed-off-by: lishunyang12 <lishunyang03@gmail.com>
Signed-off-by: Harry Huang <huanghaoyan.hhy@alibaba-inc.com>
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: KungYork <firelikest@163.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: andyluo7 <43718156+andyluo7@users.noreply.github.com>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: andyluo7 <andy.luo@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: lishunyang12 <lishunyang03@gmail.com>
Co-authored-by: Vadim Gimpelson <156319763+vadiklyutiy@users.noreply.github.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
|
2026-08-31 05:57:56 +00:00 |
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ca29cd48ba
|
[Quantization][Humming] Support MXFP4 weight + block-FP8 activation for MoE (#51332)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Signed-off-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Signed-off-by: Elvir Crnčević <elvircrn@gmail.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-08-25 10:21:00 -04:00 |
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Kevin H. LuuandAndreas Karatzas
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592e06f2ae
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Revert "[ROCm][Perf] Kimi-K3 Fused kernels for KDA prefill" (#53294)
Signed-off-by: Kevin Luu <51931015+khluu@users.noreply.github.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-08-21 13:34:13 -07:00 |
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463aa5e30f
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[ROCm][Perf] Kimi-K3 Fused kernels for KDA prefill (#52606)
Signed-off-by: kliuae <kuanfu.liu@embeddedllm.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
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2026-08-21 09:07:13 -07:00 |
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Woosuk KwonandOpenAI Codex
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f1178f3a06
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Revert DSv4 eager workspace reuse (#52836)
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-08-18 17:02:59 -07:00 |
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1be3628367
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[Kernel][Perf] Add fused CUDA post-conv MTP decode kernel for Qwen3.5 GDN (#51674)
Signed-off-by: Jie Fang <jief@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
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2026-08-14 11:44:45 +08:00 |
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903d2efe7e
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[Attention][MLA] Fuse Kimi-K3 chunked-context K/V packing (#51772)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-08-12 22:42:57 -07:00 |
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Jason Li
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0055b8bfa3
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[Attention][MiniMax-M3] Add MSA speculative decode verification (#50032)
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2026-08-02 13:46:55 -07:00 |
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Wentao Yeandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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df71917cf1
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[DSv4 Perf] Optimize workspace reuse for eager break, 3.9% E2E TTFT improvement. (#49236)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-31 08:45:58 -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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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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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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67f9046e4a
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[Bugfix] Sparse MLA: enable fp8_ds_mla dense prefill (#48642)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-07-16 22:44:04 +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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Tanish MalekarandClaude Sonnet 4.6
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e26264f3ef
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[Kernel] Implement CUDA kernel for ReLUSquaredActivation (relu^2) (#39058)
Signed-off-by: Tanish Malekar <tanishmalekar32@gmail.com>
Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
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2026-07-12 19:18:03 -07:00 |
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Michael Goin
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08dfd68610
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[Model] Add LongCat-Flash-Lite (n-gram embedding) (#47857)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-07-10 07:17:50 -07:00 |
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Michael Goin
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d715b3aa1e
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Delete PagedAttention (#47361)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-07-02 12:31:26 -07:00 |
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TJian
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de2a8fc042
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[ROCm] [PyTorch] Move to stable abi since ROCm upgraded to torch 2.11 (#47128)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
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2026-07-02 18:34:07 +08:00 |
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Wentao Ye
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9e84ec8648
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[Refactor] Remove dead minimax allreduce rms kernel (#46842)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-06-30 08:29:21 -07:00 |
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Roberto L. Castro
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855cd4d787
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[Perf][DSv4/DSv3.2] Add cluster-cooperative topK kernel for low-latency scenarios (#43008)
Signed-off-by: LopezCastroRoberto <rocastro@redhat.com>
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2026-06-23 16:11:00 -07:00 |
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Chris Leonard
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b9a7cd464c
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[12/n] final _C library kernel migration (#45415)
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2026-06-19 06:57:26 -07:00 |
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Wentao YeandShengqi Chen
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b4c80ec0fd
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[Refactor] Remove dead cutlass mxfp8 code (#44681)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
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2026-06-17 21:18:25 -07:00 |
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arghyadeep sarkar
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93bbe94d3a
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[Kernel] Add weightless RMSNorm CUDA kernels for has_weight=False (#41430) (#44109)
Signed-off-by: hello-args <args.sarkar@gmail.com>
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2026-06-16 23:45:55 -07:00 |
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Thien TranandYongye Zhu
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4c62663315
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[M3] Enable FP8 sparse GQA (#45744)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
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2026-06-16 21:38:03 -07:00 |
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0a1c5034f5
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[Model] Add MiniMax M3 support (#45381)
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-06-16 01:01:25 +08:00 |
|
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Isotr0py
|
6635279d8a
|
[Migration] Migrate GGUF quantization support to plugin (#39612)
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
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2026-06-12 12:02:21 -07:00 |
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Chris LeonardandShengqi Chen
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a014dddbaa
|
[11b/n] Migrate Machete kernels to torch stable ABI (#45304)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
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2026-06-12 10:36:49 +00:00 |
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Chris Leonard
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7021be66e8
|
[11a/n] Migrate Marlin kernels to torch stable ABI (#45176)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
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2026-06-11 21:22:37 -07:00 |
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Chris LeonardandShengqi Chen
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6e64c1bab1
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[10c/n] Migrate MoE kernels to torch stable ABI (#44565)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
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2026-06-10 23:02:26 -07:00 |
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Charlie Fu
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228bcc436b
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[ROCm][Kernel] Enable permute_cols for ROCm (#44674)
Signed-off-by: charlifu <charlifu@amd.com>
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2026-06-07 09:50:03 +00:00 |
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TJian
|
aa6fb8a329
|
[Bugfix] [ROCm] [Critical] fallback to regular abi for ROCm (#44648)
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
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2026-06-05 15:51:17 +00:00 |
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Chris Leonard
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56aff0dd15
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[10/n] Migrate cuda_view and silu_and_mul_per_block_quant kernels to torch stale ABI. (#44334)
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2026-06-04 20:14:43 -07:00 |
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Yongye Zhu
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b5235fca2e
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[DSv4] Adding TRTLLM gen attention kernel (#43827)
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2026-06-04 07:35:09 -07:00 |
|
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Chris LeonardandShengqi Chen
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59d0236193
|
[10b/n] Migrate custom all-reduce, DeepSeek V4 fused MLA, MiniMax reduce-RMS, and MXFP8 MoE to libtorch stable ABI (#44365)
Signed-off-by: Chris Leonard <chleonar@redhat.com>
Signed-off-by: Shengqi Chen <harry-chen@outlook.com>
Co-authored-by: Shengqi Chen <harry-chen@outlook.com>
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2026-06-04 00:29:46 +08:00 |
|
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Charlie Fu
|
71df063c49
|
Enable perf_token_group_quant/_C_stable_libtorch for ROCm (#42758)
Signed-off-by: charlifu <charlifu@amd.com>
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2026-06-02 23:23:28 -07:00 |
|
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Jee Jee LiandYiliu Dong
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559d6710bf
|
[PERF]MiniMax-M2 gate kernel (#38445)
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: qianlihuang <91178480+qianlihuang@users.noreply.github.com>
Co-authored-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com>
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2026-05-29 18:28:34 -07:00 |
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