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c4fc3c7d32
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[Bugfix][Spec Decode] Per-module LM heads for multi-layer MTP on Model Runner V2 (#58921)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Co-authored-by: chanh <channguyen@nvidia.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-10-01 01:09:14 -07:00 |
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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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Ning Xie
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a37c402f32
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[weight loader] add dtype equality validation between parameter and weight (#51792)
Signed-off-by: Andy Xie <andy.xning@gmail.com>
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2026-10-01 03:07:31 +00:00 |
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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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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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effdea9a53
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[MM][Mistral] Add compile support for Pixtral vision encoders (#57168)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: Nicolò Lucchesi <nicolo.lucchesi@mistral.ai>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-30 20:27:12 +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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Avishek GoswamiandAvishek Goswami
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fb91712b38
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[Model] Make the BERT/RoBERTa embedding class a class attribute (#59348)
Signed-off-by: Avishek Goswami <avishek.goswami@ibm.com>
Signed-off-by: Avishek Goswami <86944690+GOavi101@users.noreply.github.com>
Co-authored-by: Avishek Goswami <avishek.goswami@ibm.com>
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2026-09-30 08:57:21 +00:00 |
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Alexandra Sidorova
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b81984879a
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[K2 Horizon] fold partial-RoPE permutation into q/k (and norm) weights (#55335)
Signed-off-by: Alexandra Sidorova <asidorov@amd.com>
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2026-09-30 16:03:37 +08:00 |
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cjackal
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0a30bc3f9a
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[Model] Extend device-side mm normalization to GLM4V/GLM5Next (#55389)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
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2026-09-30 15:44:46 +08:00 |
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5faf81a429
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[CPU][Whisper] Support W4A16 quantized Whisper on the CPU WNA16 kernel (#58268)
Signed-off-by: Harshal Adhav <harshal.adhav@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-09-30 13:52:53 +08:00 |
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Fabian Joswigandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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1117140edb
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[Bugfix][Model] Fix DiffusionGemma silently freezing attention mask under CUDA graph replay (#51994)
Signed-off-by: Fabian Joswig <fjosw@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-30 05:34:26 +00:00 |
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a8e069f81b
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[Bugfix][MiniMax M3] Share target embeddings with MTP under PP (#58648)
Signed-off-by: Peiyuan Zhou <peiyuanzhou1994@gmail.com>
Co-authored-by: Codex <noreply@openai.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
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2026-09-29 20:04:10 -07:00 |
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9a190f142c
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[Mypy] Fix mypy typing for Zamba2 models (#58255)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-09-29 18:13:52 +00:00 |
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Ashraf BhuiyanandWentao Ye
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2454b5a4f0
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[Mypy] Fix mypy typing for Whisper models (#58254)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-09-29 17:10:28 +01:00 |
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Giulio De Pasquale
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8aaeef343a
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[Bugfix][MiMo] Declare embedding_fields so an EPD pair can serve images (#58938)
Signed-off-by: Giulio De Pasquale <git@depasquale.giugl.io>
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2026-09-29 23:33:01 +08:00 |
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yhcheong (vllmellm)
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77e52645e9
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[Bugfix][Model] MiMo: keep fused fp8 qkv_proj pairing state across weight-loading calls (#58142)
Signed-off-by: vllmellm <vllm.ellm@embeddedllm.com>
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2026-09-29 09:37:20 +00:00 |
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Jakub ZakrzewskiandOpenAI Codex
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70dc122f81
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[MM] Enable device normalization for Llama Nemotron VL Embed/Rerank (#57928)
Signed-off-by: Jakub Zakrzewski <jzakrzewski@nvidia.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
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2026-09-29 08:33:52 +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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debanshd
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13c8589b86
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fix: return loaded parameters in Aria load_weights (#57476)
Signed-off-by: Debanshu Das <debanshu@google.com>
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2026-09-29 04:05:07 +00:00 |
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Daniel M. García-Ocaña Hernández
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295a0b8d64
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[Bugfix][Multimodal] Fix flat/scoped mm_processor_kwargs merge and resolution (#56372)
Signed-off-by: Daniel M. García-Ocaña Hernández <danielgarciaocana@gmail.com>
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2026-09-29 03:58:39 +00:00 |
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cjackalandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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491f44adfa
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[Model] Extend device-side mm normalization to Qwen3VL/Qwen3.5/Qwen4Next (#51289)
Signed-off-by: cjackal <44624812+cjackal@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-29 11:44:54 +08:00 |
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Yan MaandKunshang Ji
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754aa29c00
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[XPU] use rms_norm xpu kernel for context-key normalization (#58896)
Signed-off-by: Yan Ma <yan.ma@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
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2026-09-29 07:09:58 +08:00 |
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Ashraf BhuiyanandWentao Ye
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2619b6b72b
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[Mypy] Fix mypy typing for Voxtral and vision models (#58251)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-09-28 15:52:50 -04:00 |
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cd63bf9996
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[Bugfix] Use the correct repository revision for secondary artifact loaders (#57461)
Signed-off-by: Clinton Thomas <1033162+KernelClint@users.noreply.github.com>
Co-authored-by: Lucas Bourtoule <35483370+dhalf@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
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2026-09-28 14:25:40 +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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Yannick Schnider
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8cc9aa5ad3
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[Bugfix][Model] Gemma4: register aliased embedding scalars as buffers (#54213)
Signed-off-by: Yannick Schnider <Yannick.Schnider1@ibm.com>
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2026-09-28 10:56:31 +00:00 |
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zhao, zhenhuiandLi, Jiang <jiang1.li@intel.com>
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1668e5976d
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[CPU] Use accelerator memory API in DiffusionGemma (#58964)
Signed-off-by: zhejiangxiaomai <zhenhui.zhao@intel.com>
Co-authored-by: Li, Jiang <jiang1.li@intel.com>
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2026-09-28 13:31:42 +08:00 |
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Kevin H. LuuandClaude Opus 5.5
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0da126676e
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[Bugfix] Fix the two multimodal root tests that fail on main (OpenPangu-VL embed merge, MiMo sink test fixture) (#58900)
Signed-off-by: khluu <khluu000@gmail.com>
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com>
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2026-09-28 04:52:51 +00:00 |
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jz-yoloandjz-yolo
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4a190dc518
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[Model] Enable LoRA support for RobertaForSequenceClassification (#58884)
Signed-off-by: jz-yolo <jz-yolo@users.noreply.github.com>
Signed-off-by: Jane Zhu <jane.zhu@slack-corp.com>
Co-authored-by: jz-yolo <jz-yolo@users.noreply.github.com>
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2026-09-28 03:50:12 +00:00 |
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Ashraf Bhuiyan
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b9e2903b89
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[Mypy] Fix mypy typing for Ultravox and Unlimited-OCR models (#58239)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
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2026-09-27 21:19:04 -04:00 |
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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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Ashraf Bhuiyan
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5113cf9d16
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[Mypy] Fix mypy typing for Qwen and Qianfan models (#58046)
Signed-off-by: Ashraf Bhuiyan <mbhuiyan@redhat.com>
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2026-09-26 14:31:51 +00:00 |
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a4eb3f25d6
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[Spec Decode] Enable Gemma4 DSpark adaptive verification with FlashInfer (#57263)
Signed-off-by: zixi-qi <zixi@inferact.ai>
Co-authored-by: OpenAI Codex <noreply@openai.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
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2026-09-26 17:01:17 +08:00 |
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Taneem IbrahimandWentao Ye
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6ec2f84e1a
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[Pooling] Preserve BERT-family heads for raw logits (#57664)
Signed-off-by: Taneem Ibrahim <taneem.ibrahim@gmail.com>
Co-authored-by: Wentao Ye <44945378+yewentao256@users.noreply.github.com>
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2026-09-25 19:10:14 -04:00 |
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Matt MastracciandClaude Fable 5.1
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353e491efd
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[Perf] DiffusionGemma: one-pass sampler statistics kernel (#58226)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
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2026-09-25 14:14:55 -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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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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Thien Tran
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ade1056ee5
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[Kimi-K3][Perf] Dispatch GEMM for vision patch embedder (#58527)
Signed-off-by: Thien Tran <gau.nernst@yahoo.com.sg>
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2026-09-24 18:30:11 -07:00 |
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Miłosz Grunwald
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bd4cb3fe4e
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[BUGFIX] fix ovis2_5 multimodal tokens (#52623)
Signed-off-by: Milosz Grunwald <milosz.grunwald@intel.com>
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2026-09-25 07:18:54 +08:00 |
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Aaron KangandMisha Goin
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0908116dd9
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[Bugfix] Pass quant_config to DiffusionGemma's ParallelLMHead (#48521)
Signed-off-by: Aaron Kang <aaron.h.kang@icloud.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-09-24 13:17:02 -07:00 |
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ab3de6edf2
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[Perf] DiffusionGemma: constrained reads over the request's logprob_token_ids (#58216)
Signed-off-by: Matt Mastracci <matthew@mastracci.com>
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com>
Co-authored-by: Lucas Wilkinson <LucasWilkinson@users.noreply.github.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Misha Goin <mgoin64@gmail.com>
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2026-09-24 13:15:08 -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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5b3f280a6d
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[Bugfix] Count unsplit Idefics3 image patches (#48760)
Signed-off-by: nightcityblade <nightcityblade@gmail.com>
Co-authored-by: nightcityblade <nightcityblade@gmail.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
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2026-09-24 11:36:26 -07:00 |
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Thomas OrtnerandHarry Mellor
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8b84e15066
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[transformer] RMSNorm matching for alternative rsqrt (#54461)
Signed-off-by: Thomas Ortner <boh@zurich.ibm.com>
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
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2026-09-24 16:33:06 +00:00 |
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Harry MellorandClaude Opus 5.5
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d881812500
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[Chore] Use Transformers v5 names and drop redundant processor use_fast (#58550)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com>
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2026-09-24 14:14:10 +00:00 |
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Linze Shi
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484c211fe8
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[Bugfix][Pooling] Fix JinaVL label configuration and restore multimodal tests (#57347)
Signed-off-by: Linze-Shi <linzeshi0@gmail.com>
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2026-09-24 13:51:25 +00:00 |
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1291bdb85e
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[EPD][Model Loader] Skip language-model checkpoint shards for --mm-encoder-only (#58086)
Signed-off-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: grYe99 <guorongye99@gmail.com>
Co-authored-by: Cursor Agent <cursoragent@cursor.com>
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2026-09-24 00:41:15 -07:00 |
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Jhao-Ting Chen
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4fb767ff0a
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[Kernel] Resubmit PR 48666 - Gemma4 FP8 KV FA4 head dim 512 backend selection (#53175)
Signed-off-by: Jhao-Ting Chen <jhaotingc@nvidia.com>
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2026-09-23 20:29:06 -07:00 |
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Jee Jee Li
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de6674b002
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[MoE] Use GateLinear for all MoE models (#58234)
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
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2026-09-23 05:40:13 +00:00 |
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