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5addde2a0a
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[CPU][Zen] Pass f32 weight scales to the zentorch INT8 MoE (#59434)
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
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2026-10-01 15:51:53 +08:00 |
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e12291d733
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[CPU][Zen] Add DA8W4 (W4A8) int4 support for dense and MoE layers (#54024)
Signed-off-by: R <Ganesh.R@amd.com>
Signed-off-by: Ganesh R <Ganesh.R@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-10-01 15:18:25 +08:00 |
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Andrii SkliarandAndrii Skliar
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deb148e730
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[Mamba] Add FlashInfer ReplaySSM support for MTP (#52928)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
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2026-09-30 21:41:17 +00:00 |
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Aarushi JainandAndreas Karatzas
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b33e1cb172
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[ROCm]Transpose compressed-tensors MoE weights on device (#59253)
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-30 12:44:40 -05:00 |
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Sergey Shlyapnikov
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4e1182a3a6
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[ROCm][MoE] Pad the AITER MoE intermediate size at allocation time, and round the expert-group count to a kernel that exists (#55368)
Signed-off-by: Sergei Shliapnikov <sergei.shliapnikov@amd.com>
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2026-09-30 23:08:21 +08:00 |
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Varun Sundar Rabindranath
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5463fe4962
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[KV-Offloading][TP] : Expand replicated_layout detection to multi-group MLA (#57652)
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2026-09-30 09:11:03 -04:00 |
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almayneandLi, Jiang <jiang1.li@intel.com>
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93dd80f636
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[CPU] Conv1d optimised kernel for aarch64 (#54093)
Signed-off-by: Anna Mayne <anna.mayne@arm.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-09-30 20:23:42 +08:00 |
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df5668e5c9
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[XPU] Dispatch nn.LayerNorm to fused SYCL kernel via CustomOp (#57172)
Signed-off-by: Michal Ganczarenko <michal.ganczarenko@intel.com>
Co-authored-by: Claude Sonnet 5 <noreply@anthropic.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-09-30 12:19:33 +00:00 |
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Jakub ZakrzewskiandCodex
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5a4351ab09
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[MM] Keep device input normalization fused when encoder compilation is enabled (#59195)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Codex <codex@openai.com>
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2026-09-30 11:08:24 +00:00 |
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0103a9b96f
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[Quantization] Add per-token NVFP4 CuTe-DSL MoE backend (#50030)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
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2026-09-30 10:42:03 +00:00 |
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d71f662606
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[Bugfix][Model][CPU] Fix Mamba2 quantized in_proj weight and scale loading for TP >1 (#58083)
Signed-off-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Akash kaothalkar <akash.kaothalkar@ibm.com>
Co-authored-by: Antigravity <antigravity@google.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-09-30 17:59:02 +08:00 |
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yhcheong (vllmellm)
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16d4ac4ba3
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[ROCm][MoE] Support MiMo-V2.6 MXFP4 on gfx942 (#58262)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-09-30 17:23:00 +08:00 |
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Fangzhou AiandCursor Agent
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77e8b02c8d
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[ROCm][Perf] Add opt-in a4w4 (FP4 activation) MoE for DeepSeek V4.1 on AITER (#58819)
Signed-off-by: fai <fangzhouai@gmail.com>
Signed-off-by: Fangzhou Ai <31551580+Fangzhou-Ai@users.noreply.github.com>
Co-authored-by: Cursor Agent (Claude Sonnet 5) <cursoragent@cursor.com>
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2026-09-30 15:07:44 +08:00 |
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Matthew BonanniandClaude Opus 5.5
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2798f66860
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[Bugfix][HiSparse] Resolve MTP verification rows with a union residency kernel (#59235)
Signed-off-by: Matthew Bonanni <mbonanni@redhat.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-09-30 03:01:45 +00:00 |
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467d81d9a0
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[ROCm] Upgrade MoRI version on rocm dockers required for WideEP DP16 DI CI enablement and fixes for combine API (#56073)
Signed-off-by: Shiksha Patel <shiksha.patel@amd.com>
Signed-off-by: lcskrishna <lollachaitanya@gmail.com>
Co-authored-by: shikamd123 <shikpate@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-29 18:07:31 +00:00 |
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f4917dadc8
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[Bugfix][Quantization] Stop sleep(level=2) from zeroing compressed-tensors KV scales (#57163)
Signed-off-by: AlanFokCo <alanfok2868@gmail.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
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2026-09-29 15:34:15 +00:00 |
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Chauncey
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3e2a7e74a5
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[Feat][Model] Enable KDA prefill checkpoints for GLM-5.3-Flash (#56960)
Signed-off-by: chaunceyjiang <chaunceyjiang@gmail.com>
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2026-09-29 09:14:30 +00:00 |
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d86cf91240
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[MM][Mistral3] Image preprocessing optimization (#57531)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-29 06:53:38 +00:00 |
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63b9931b73
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[ROCm][DSv4.1] Paged MXFP4 sparse indexer on aiter's MQA-logits kernel (#58671)
Signed-off-by: Mehmet Cagri Kaymak <mehmet.kaymak@amd.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
Co-authored-by: Shanshan Shen <467638484@qq.com>
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2026-09-29 14:37:57 +08:00 |
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Isotr0pyandcjackal
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07f1ba2ec6
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[Multimodal] Remove processsor fallback for fused input norm params resolve (#59073)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Isotr0py <2037008807@qq.com>
Co-authored-by: cjackal <44624812+cjackal@users.noreply.github.com>
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2026-09-29 03:33:43 +00:00 |
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Muhammad Ahmed
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0af34418e9
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[ROCm][DSv4.1][Perf] Run the delayed mHC seams through aiter's fused Triton kernel (#58655)
Signed-off-by: Ahmed <Muhammad.Ahmed@amd.com>
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2026-09-29 10:19:10 +08:00 |
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9b29370524
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[Bugfix] Fix moe_wna16 w13 zero-point shard split for 8-bit asym GPTQ MoE (#58950)
Signed-off-by: Spandan Tiwari <sptiwari@amd.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-28 23:38:28 +00:00 |
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stefankoncarevicandAndreas Karatzas
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6c300ddb9e
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[CI][Bugfix] Relax packed_qk_rope_ correctness test to one ULP (#59008)
Signed-off-by: Stefan Koncarevic <stefan.koncarevic@amd.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-28 17:29:59 +00:00 |
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c01368fd64
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[Quant] Use canonical N-first weight format for CT WNA16 MoE (#52798)
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com>
Co-authored-by: HDCharles <{"message":"Not Found","documentation_url":"https://docs.github.com/rest/users/emails#list-email-addresses-for-the-authenticated-user","status":"404"}>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
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2026-09-28 11:22:44 -06:00 |
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linitra24andJee Jee Li
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953f90d25f
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[LoRA] Support variable num_labels for sequence classification (#57766)
Signed-off-by: linitra24 <renshuang.zhou@daocloud.io>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-09-28 14:58:35 +00:00 |
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Isotr0py
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522101f6ed
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[Multimodal] Avoid extra d2d for encoder cudagraph with fused input norm (#56711)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-28 21:04:01 +08:00 |
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Thien Tran
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39d49539de
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[KimiViT][Perf] Fuse per-layer QK RoPE into one in-place kernel (#58651)
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2026-09-27 18:18:06 -07:00 |
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31afa4f1bb
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[ROCm] Bump AITER to v0.1.23 (#58867)
Signed-off-by: fai <fangzhouai@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Andreas Karatzas <akaratza@amd.com>
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2026-09-27 19:04:58 -05:00 |
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Fangzhou Ai
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187c81b32d
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[ROCm][Bugfix] Fall back to default GEMM for CPU tensors on ROCm builds (#58923)
Signed-off-by: fai <fangzhouai@gmail.com>
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2026-09-27 14:47:07 -05:00 |
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Jiangyun Zhu
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231fdb83cc
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[Perf][MoE] Use fused MiniMax2 routing with non-unit routed scaling (#58880)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
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2026-09-27 19:37:33 +00:00 |
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Hongxia Yang
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3137ff0773
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[ROCm][Kimi-K3] Make VLLM_ROCM_USE_AITER_MOE_SITUV2 select a4w4/a8w4/a16w4 (#58201)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
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2026-09-27 02:26:49 +00:00 |
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Willian Zandmgoin
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ad6817b68d
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[Perf][MoE] Index expert mapping lookups in RoutedExperts.load_weights (#58720)
Signed-off-by: Willian <willian@willian.email>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-09-26 06:48:24 -07:00 |
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xiao-llmandCursor
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5840d95284
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[Bugfix][ROCm] AMD-Quark mixed-precision DeepSeek-V4.1 support (#57071)
Signed-off-by: Xiao Yu <xiao.yu.dc@outlook.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
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2026-09-25 20:51:18 -05:00 |
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e440b75bb6
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[ROCm] Bump torch 2.13, triton 3.8, torchaudio, torchvision (#50605)
Signed-off-by: Rohan Potdar <rohan.potdar@amd.com>
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com>
Signed-off-by: jpvillam <juan.villamizar@amd.com>
Co-authored-by: Claude Fable 5 <noreply@anthropic.com>
Co-authored-by: jpvillam <juan.villamizar@amd.com>
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2026-09-25 14:55:52 -05:00 |
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Wentao Ye
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c88f4824ff
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[GLM5.3 Perf] Optimize glm 5.3 metadata op, 1.6~4.8x kernel level performance improvement (#58450)
Signed-off-by: yewentao256 <zhyanwentao@126.com>
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2026-09-25 13:15:18 -04:00 |
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73a78e6f1f
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[SpecDecode] Add LiLiCorr drafter (#57934)
Signed-off-by: Andrii Skliar <askliar@nvidia.com>
Signed-off-by: Andrii Skliar <andreyws96@gmail.com>
Co-authored-by: Andrii Skliar <askliar@nvidia.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Benjamin Chislett <chislett.ben@gmail.com>
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2026-09-25 10:08:28 -04:00 |
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Harry MellorandClaude Opus 5.5
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afea5c20c7
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[Docs] Add return annotation to fused_mm_input_norm_triton (#58687)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-09-25 10:01:11 +00:00 |
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Yongye ZhuandClaude Opus 5.5
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378504a544
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[MoE] Defer the TRTLLM-Gen top-k finalize on the modular path (#58635)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-09-25 15:38:29 +08:00 |
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29468dde8b
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[Bugfix][KV Cache][MLA] Align packed block strides for V3.2 sparse MLA (#55528)
Signed-off-by: lz <145014769+200lz@users.noreply.github.com>
Signed-off-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-25 05:33:36 +00:00 |
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8a269919f4
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[MM] Add Triton kernel for mm_input_normal. (#56798)
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>
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2026-09-25 04:31:20 +00:00 |
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4d79d5c638
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[ROCm] Cut 69 wasted contiguous copies per decode step from the skinny GEMM path (#58566)
Signed-off-by: lifulu <fululi12@amd.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-09-24 22:00:58 -05:00 |
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Samuel Kimandmgoin
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f55419c43c
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[Bugfix][Quantization] Fix MXFP8 startup crash on layers below mm_mxfp8 shape limits (#54223)
Signed-off-by: samuelkim7 <samuelmwkim@gmail.com>
Signed-off-by: mgoin <mgoin64@gmail.com>
Co-authored-by: mgoin <mgoin64@gmail.com>
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2026-09-25 02:54:11 +00:00 |
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Divakar Verma
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65c5e24689
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[ROCm][CI][AITER Coverage] Harden MoE sorting-backend/dispatch env-var test matrix (#58393)
Signed-off-by: Divakar Verma <divakar.verma@amd.com>
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2026-09-24 21:14:02 -05:00 |
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3652f35e7c
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[Bugfix][Quantization] Refresh online NVFP4 scales before reload post-processing (#57954)
Signed-off-by: S1ro1 <matej.sirovatka@gmail.com>
Signed-off-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Claude Opus 5 <noreply@anthropic.com>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
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2026-09-24 18:36:08 -07:00 |
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16070ed7e9
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[Minimax-M3][Perf] Use triton_mrope for vision tower + int64 offset fix for triton_mrope (#58526)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Kimi <noreply@moonshot.cn>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
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2026-09-24 18:30:32 -07:00 |
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Samuel KimandClaude
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34ee85d5ca
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[Perf] Batch Mamba2 prefill SSM state saves, removing GPU<->CPU syncs (#49371)
Signed-off-by: samuelkim7 <samuelmwkim@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
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2026-09-25 01:11:19 +00:00 |
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Misha Goin
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4f72bd0152
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[Bugfix][Quantization] Give LM heads standard linear metadata (#58444)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-09-24 16:39:49 -07:00 |
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90a9515006
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[Cleanup] Remove online quantization support in fp8.py in favor of online shorthands (#53585)
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>
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2026-09-24 12:48:14 -07:00 |
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Misha Goin
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cd06e81c41
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[Bugfix][Quantization] Add Humming to the W4A8 (INT4xFP8) MoE oracle (#58427)
Signed-off-by: mgoin <mgoin64@gmail.com>
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2026-09-24 12:37:33 -07:00 |
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Nick Hill
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09fe178dba
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Revert "[DSpark] Support pipeline-parallel targets in aggregated serving (#56956)" (#58484)
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2026-09-24 08:48:36 -07:00 |
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