MOVZX and Hinata
81074e94a3
[Mini-vLLM] Cut dead subsystems: models, entrypoints, backends, utils, tests
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- Drop dead model modules, keeping files live imports require
- Remove anthropic, cohere, codegen entrypoints and batch STT modes
- Delete unused attention backends, MoE experts, and NPU/XPU util leaves
- Strip dead third_party trees and ROCm leaves with no CUDA path
- Remove mooncake EC connectors: dependency missing since branch base
- Re-audit verified by full import sweep and Qwen3.5 smoke test
Co-authored-by: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-19 00:20:48 +07:00
MOVZX and Hinata
e61dcb9143
[Mini-vLLM] SM86-only cut: models, backends, Rust, tests
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- Keep only Qwen3.5, Qwen3.5-MTP and Qwen4Exp model paths; trim the model registry to 41 entries
- Delete idle attention backends (MLA, FlashInfer, ROCm-only, quant backends) and dead GDN CuTeDSL kernels
- Remove inc/quark quant loaders; keep compressed-tensors and Marlin
- Drop the Rust frontend, pooling entrypoints, and idle test suites
- Rebuild kernels for sm_80;sm_86 and strip the extensions
- Verified: full import sweep clean (optional deps only) and a dummy-load Qwen3.5 engine run on RTX 3090 via the Triton GDN path
Co-authored-by: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-18 19:19:56 +07:00
f8460ef236
[Kernel][DSv4.1] Bump FlashMLA to the 2026.09.30 release and its interleaved V4.1 KV cache ( #61371 )
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Signed-off-by: juntianl <juntianl@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Kimi Code <noreply@moonshot.ai >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
2026-10-15 13:58:25 -07:00
Matthias Gehre
011fa68ca9
[ROCm][Perf] Pad fp16/bf16 GEMM weight row stride for L2 cache ( #55090 )
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Signed-off-by: Matthias Gehre <matthias.gehre@amd.com >
2026-10-15 14:26:32 +00:00
b965ee564d
[Chore] Use upstream Transformers DeepseekV4Config ( #61392 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 01:08:08 -07:00
Linze Shi
e6e84f350c
[Feature][Pooling] Add offline fixed-length late chunking ( #60164 )
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Signed-off-by: Linze-Shi <linzeshi0@gmail.com >
2026-10-13 11:16:21 +00:00
Yongye Zhu and Claude Opus 5.5
a6009ea85b
[Kernel][Build] Bump DeepGEMM to the 26/09/30 release and adapt the sparse indexer ( #61149 )
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Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-12 23:24:43 -07:00
Harry Mellor and Claude Opus 5.5
2c99ee9333
[Chore] Remove vendored code made redundant by Transformers 5.16.1 ( #60623 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-09 09:29:03 +00:00
9f3d70e081
[Quantization] Enable shared expert fusion compatibility with online shared_expert quantization (showcase: along Quark MXFP4 routed experts) ( #55686 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Signed-off-by: fxmarty-amd <felmarty@amd.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
2026-10-08 12:04:46 -04:00
2a54f6b625
[ROCm][Perf][GLM-5.3-Flash] Enable AITER fused shared experts on gfx950 ( #59221 )
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Signed-off-by: Jin Tao <jin.tao@amd.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com >
2026-10-07 20:53:40 +08:00
Qiu Chunshuo and Lucas Wilkinson
8486f1ebfe
[Perf][PCP] Shard decode requests across PCP ranks ( #52162 )
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Signed-off-by: QiuChunshuo <qiuchunshuo@huawei.com >
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com >
2026-10-01 23:50:13 -04:00
Wentao Ye
4d6874d137
[GLM 5.3 Perf] Skip qlnorm calculation for MHA, 4.4~7.7% E2E TTFT Improvement ( #58845 )
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Signed-off-by: yewentao256 <zhyanwentao@126.com >
2026-10-01 15:13:57 +08:00
Harry Mellor and Claude Opus 5.5
fc2c801ad9
Disable mypy arg-type and assignment checks in tests ( #59428 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-09-30 15:18:50 +00:00
Jakub Zakrzewski and Codex
5a4351ab09
[MM] Keep device input normalization fused when encoder compilation is enabled ( #59195 )
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Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com >
Co-authored-by: Codex <codex@openai.com >
2026-09-30 11:08:24 +00:00
5dd693122c
[MyPy][2/N] Fix mypy errors in small tests/ dirs ( #51043 )
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Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-09-29 21:27:45 +01:00
8a269919f4
[MM] Add Triton kernel for mm_input_normal. ( #56798 )
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Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
Signed-off-by: wang.yuqi <noooop@126.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Isotr0py <2037008807@qq.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-09-25 04:31:20 +00:00
Thien Tran
ade1056ee5
[Kimi-K3][Perf] Dispatch GEMM for vision patch embedder ( #58527 )
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Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg >
2026-09-24 18:30:11 -07:00
90a9515006
[Cleanup] Remove online quantization support in fp8.py in favor of online shorthands ( #53585 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mgoin <mgoin64@gmail.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-09-24 12:48:14 -07:00
Harry Mellor and Claude Opus 5.5
d881812500
[Chore] Use Transformers v5 names and drop redundant processor use_fast ( #58550 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-09-24 14:14:10 +00:00
Thien Tran and OpenAI Codex
00b7847c80
[Perf] Use Conv3dLayer for MiniMax M3 patch embedding ( #58512 )
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Signed-off-by: OpenAI Codex <codex@openai.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-09-24 00:41:36 -07:00
Juntian Liu and Claude Opus 5.5
9ef37771be
[Bugfix][DSA] Bound DeepSelect sentinel columns in the sparse top-k remap ( #58215 )
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Signed-off-by: Juntian Liu <Juntianl777@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-09-24 00:54:27 +00:00
00CC
eb2e91d3ba
[ROCm][Perf] Use wvSplitK for single-output GEMMs ( #53283 )
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Signed-off-by: tangzzycc <3081129260@qq.com >
2026-09-23 06:38:17 +00:00
Woosuk Kwon
38537331d3
[Bugfix][DSA] Avoid runtime JIT for offset candidate end buffers ( #57667 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
2026-09-19 00:27:11 -07:00
Andreas Karatzas and OpenAI Codex
2c3fb4c545
[CI][ROCm] Deprecate DinD for MI250 test groups ( #56162 )
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Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com >
Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-09-18 14:13:35 -07:00
Woosuk Kwon and Codex
64563d0ec4
[Bugfix][DSv4.1] Preserve NaN-scored candidate block indices ( #57454 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Codex <noreply@openai.com >
2026-09-17 19:00:10 -07:00
Harry Mellor and Claude Opus 5
651a88c09a
[CI] Ignore ruff D209, rejoin the docstrings it split, and silence incompatible-rule warnings ( #57212 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-09-16 10:57:24 -07:00
Harry Mellor and Claude Opus 5
8c1557a79c
Add pydocstyle to the ruff rules ( #52136 )
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Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Signed-off-by: Harry Mellor <hej.mellor@gmail.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-09-16 16:44:29 +00:00
Jared Wen and Claude Fable 5.1
1257512305
[DSA] Wire DeepGEMM sparse MQA logits into the DeepSeek V4.1 indexer ( #56254 )
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Signed-off-by: Jared Wen <w13431838023@gmail.com >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
2026-09-15 14:07:14 -07:00
Kevin H. Luu
2d9c30a7b5
[CI][Bugfix] Complete FSE fixture R-SWA contract ( #56710 )
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Signed-off-by: Kevin Luu <51931015+khluu@users.noreply.github.com >
2026-09-14 03:30:25 +00:00
d43bb2f37f
[3/N] HiSparse: host-resident sparse-MLA decode hot-buffering ( #53781 )
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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
e77daef89e
[Model] Support DeepSeek-V4.1-Flash ( #56214 )
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Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai >
Signed-off-by: andyluo7 <andy.luo@amd.com >
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai >
Co-authored-by: andyluo7 <andy.luo@amd.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-09-11 02:11:19 -07:00
weihan
9ea8f3ffc3
[Bugfix] Honor STEP token pooling in DispatchPooler.for_seq_cls ( #55307 )
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Signed-off-by: weihan <130119942+krsish@users.noreply.github.com >
2026-09-08 04:13:09 +00:00
de69e821b7
[ROCm][Perf][DeepSeek V4] Fuse native FP8 shared expert with MXFP4 routed experts ( #53161 )
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Signed-off-by: fai <fangzhouai@gmail.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
Co-authored-by: Cursor Agent <agent@cursor.com >
2026-09-06 19:42:21 -07:00
2fe5cef35e
[Fix] Fix FSE compatibility detection for Quark-produced models ( #54573 )
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Signed-off-by: xuebwang-amd <xuebwang@amd.com >
Signed-off-by: Felix Marty <Felix.Marty@amd.com >
Co-authored-by: xuebwang-amd <xuebwang@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-09-01 12:12:20 -05:00
Roberto L. Castro and Codex
e16b5e518d
[1/N][warmup][DSv4] Migrate generic MLA metadata and indexing kernels ( #50175 )
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Signed-off-by: LopezCastroRoberto <rocastro@redhat.com >
Co-authored-by: Codex <codex@openai.com >
2026-08-31 23:26:05 -04:00
+5
e126687a9a
[Model] Support Qwen3.8-Flash-Next ( #53896 )
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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
xuebwang-amd
06569a8696
[ROCm][Quantization][MOE] Enable fused shared experts for block-quantized FP8 ( #53097 )
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Signed-off-by: xuebwang-amd <xuebwang@amd.com >
2026-08-28 09:23:07 -07:00
Matthew Bonanni and OpenAI Codex
de9250ac9e
[Attention] Enable masked MHA for GLM-5 head dimensions ( #53785 )
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Signed-off-by: Matthew Bonanni <mbonanni@redhat.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
2026-08-27 21:17:12 +00:00
Nick Hill
4aab2b0ebe
[Model Runner V2] Use MRV2 for all models by default ( #53183 )
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Signed-off-by: Nick Hill <nickhill123@gmail.com >
2026-08-27 11:59:34 -07:00
Taneem Ibrahim
79bb395eea
[Pooling] Improve BGE-M3 sync pooling throughput by up to 3.13% ( #53464 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-08-24 08:33:32 -04:00
Qiming Zhang
754e1c3de4
[CI][XPU] Skip test_fused_shared_expert.py on XPU ( #53035 )
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Signed-off-by: mayuyuace <qiming1.zhang@intel.com >
2026-08-20 14:56:09 +08:00
b05ae5dc00
[CI][Bugfix] Complete DeepSeek-V4 FSE test fixture contract ( #52842 )
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Signed-off-by: Thomas Parnell <tpa@zurich.ibm.com >
Signed-off-by: Kevin Luu <51931015+khluu@users.noreply.github.com >
Co-authored-by: Thomas Parnell <tpa@zurich.ibm.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-08-18 19:04:10 -06:00
Summer Yang
5f7a20b316
[nv] add pcp support in dsv3.2 ( #52046 )
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Signed-off-by: Summer Yang <girasoleyang@gmail.com >
2026-08-18 14:59:08 -07:00
Woosuk Kwon and OpenAI Codex
01e56caaf2
[Bugfix][MLA] Do not use Dense MHA for GLM-5.2 ( #52512 )
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Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-08-18 11:20:48 -07:00
fxmarty-amd
88b2bff2c6
[MOE] Standardize and abstract fused shared expert optimization selection ( #51695 )
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Signed-off-by: Felix Marty <Felix.Marty@amd.com >
2026-08-18 12:56:56 -04:00
Andreas Karatzas and OpenAI Codex
1ab2801dde
[ROCm] Remove stale SDPA and skinny GEMM workarounds ( #50907 )
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Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com >
Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-08-11 14:19:16 -04:00
Taneem Ibrahim
9464529612
[ModelRunner v2] Enable decoder token-wise pooling ( #50931 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-08-06 22:21:52 +00:00
+1
4f1da84eb5
Enable gfx1250 ROCm architecture ( #46516 )
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Signed-off-by: Douglas Lehr <Doug.Lehr@amd.com >
Signed-off-by: jpvillam <juan.villamizar@amd.com >
Signed-off-by: Daniel <danichan@amd.com >
Signed-off-by: Jaden Mathias <jaden.mathias@amd.com >
Signed-off-by: jpvillam <jpvillam@amd.com >
Signed-off-by: Juan Villamizar <100237675+jpvillam-amd@users.noreply.github.com >
Signed-off-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com >
Signed-off-by: Jaden Mathias <Jaden.Mathias@amd.com >
Co-authored-by: Douglas Lehr <Doug.Lehr@amd.com >
Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com >
Co-authored-by: Daniel <danichan@amd.com >
Co-authored-by: Jaden Mathias <jaden.mathias@amd.com >
Co-authored-by: jpvillam <jpvillam@amd.com >
Co-authored-by: root <root@ctheliosr-1b114-f01-2.mnb.dcgpu >
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com >
Co-authored-by: dllehr <douglehr@amd.com >
Co-authored-by: Daniel Chan <Daniel.Chan@amd.com >
Co-authored-by: Andreas Karatzas <akaratza@amd.com >
2026-07-31 01:41:12 +00:00
Yiliu Dong and OpenAI Codex
ba702e978e
[Attention] Skip sparse indexer scoring for dense short prefills ( #48407 )
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Signed-off-by: Yiliu Dong <91178480+qianlihuang@users.noreply.github.com >
Co-authored-by: OpenAI Codex <codex@openai.com >
2026-07-28 16:17:22 +00:00
Taneem Ibrahim
eafbb06331
[Misc] Replaced asserts with proper exceptions to improve UX for pooling ( #44593 )
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Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com >
2026-06-06 05:57:26 +00:00
MOVZXandHinata
