MOVZX
be95edb7f6
Merge branch 'main' into patches
...
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-16 17:35:42 +07:00
fa75d3456d
[Feature][PCP] Add DeepSeek-V4.1-Flash support ( #59857 )
...
Signed-off-by: wangyicong <wangyicong@bytedance.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Lucas Wilkinson <lwilkins@redhat.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 23:17:51 -07:00
maithilijoshi20 and Cyrus Leung
92dc3dd393
[Bugfix] Honor OPT token embedding width for prompt embeddings ( #61736 )
...
Signed-off-by: maithilijoshi20 <maithilij2003@gmail.com >
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk >
2026-10-16 04:41:50 +00:00
Andreas Karatzas and Claude
29345f42a6
[ROCm][Qwen4Exp] Support HC and MoE sequence parallelism on ROCm ( #61471 )
...
Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-15 20:11:17 -05:00
a8be1500ba
[Bugfix][MoE] Restore TP-sharded routed-expert capture for DP=1 ( #61388 )
...
Signed-off-by: Ronald1995 <ronaldautomobile@163.com >
Signed-off-by: Ao Shen <281812371+aoshen02@users.noreply.github.com >
Signed-off-by: Ao Shen <aoshen@inferact.ai >
Co-authored-by: Ao Shen <281812371+aoshen02@users.noreply.github.com >
Co-authored-by: OpenAI Codex <noreply@openai.com >
Co-authored-by: Ao Shen <aoshen@inferact.ai >
2026-10-16 00:21:24 +00:00
3f1e57225a
[ROCm][Perf][Kimi-K3] Use AITER Gluon KDA kernels for decode and spec decode ( #57392 )
...
Signed-off-by: omuhamma <omar.muhammad@amd.com >
Signed-off-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Nicholas Susanto <nicholas.susanto@amd.com >
Co-authored-by: Simon Danielsson <70206058+simondanielsson@users.noreply.github.com >
2026-10-15 17:54:24 -05:00
4d58fa254a
[MoE] Unify DeepGEMM MegaMoE experts behind one feature-matrix layer; add NVFP4 ( #61538 )
...
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 19:02:01 +00:00
MOVZX and Hinata
5d6754ff6b
fix: keep the refusal-direction projection dynamo-safe
...
With VLLM_ABLITERATION set, boot crashed: dynamo traces
abliteration.register from Qwen3NextGatedDeltaNet.__init__, and
buf.copy_(r) fails on the meta device during the compile-time model
construction pass. Disable tracing for register and guard the copy so
an unmaterializable buffer turns projection off with a warning.
Log activation at registration instead of inside project_: project_
runs in the compiled region, and a logger call there aborts dynamo.
The width guard uses the same escape hatch.
Also project the embedding that Qwen3NextMultiTokenPredictor builds
for itself, which the first pass missed, and add tests for the
2560-value Flash-Next direction against a 5120 model and for a
half-width activation.
Co-authored-by: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-15 22:56:06 +07:00
MOVZX and Hinata
0076adc78b
[Qwen3.5] Project the refusal direction out of the residual stream at runtime
...
orcarouter/Qwen3.8-27B-Uncensored removes refusal by editing weights. The
Swift release we serve is AutoRound W8A16, so re-editing weights means
re-quantizing. Project one unit direction r out of every residual-stream
writer output instead: x <- x - r (r . x), which equals the weight edit
W' = W - r(r^T W) on every writer feeding that stream (Arditi et al. 2024).
Sites: attention output for both the full-attention and GDN branches, the
MLP output, and token embeddings, in Qwen3NextDecoderLayer.forward and
Qwen3NextModel.embed_input_ids, which Qwen3_5DecoderLayer and Qwen3_5Model
inherit but whose base constructors they skip, so both register there too.
The MTP drafter reuses Qwen3_5DecoderLayer and calls its own
embed_input_ids, so the draft path is covered at the same width, and
_maybe_share_embeddings at PP=1 hands the draft the target embedding
module. Sequence parallelism shards dim 0 only, so the last dim is
hidden_size at every site.
VLLM_ABLITERATION names a JSON file with key refusal_direction, a
safetensors tensor, or a bare name resolved under
/opt/qwen38/abliteration then /data/abliteration. Empty or 0 is off.
register() always creates the buffer _abliteration_r, zeros when off, so
one compiled graph serves ON and OFF and toggling the switch
(declared in envs.py, hence in compile_factors) invalidates the compile
cache. project_() is an in-place rank-1 update with no full-size
temporary, and skips tensors whose width is not hidden_size.
Co-authored-by: Hinata <hinata@idihore.id >
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-15 21:40:16 +07:00
MOVZX
76df77c04e
Merge branch 'main' into patches
...
Signed-off-by: MOVZX <movzx@yahoo.com >
2026-10-15 21:16:39 +07:00
Ronald and aoshen02
d12d5460a5
[Bugfix][MoE] Keep routing rows during DeepSeek V4.1 decoder replay ( #61643 )
...
Signed-off-by: Ronald1995 <ronaldautomobile@163.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-15 14:02:06 +00:00
littlecircle0730 and Shanshan Shen
71536bd5f8
[MM][CG] Support ViT full CUDA graph for DeepSeek-VL2 ( #46005 )
...
Signed-off-by: littlecircle0730 <littlecircle0730@gmail.com >
Signed-off-by: littlecircle0730 <43994952+littlecircle0730@users.noreply.github.com >
Co-authored-by: Shanshan Shen <467638484@qq.com >
2026-10-15 21:38:52 +08:00
0951fc183c
[ROCm][DSv4.1] Disambiguate ROCm attention class names ( #58689 )
...
Signed-off-by: Tuukka Sarvi <tuukka.sarvi@amd.com >
Co-authored-by: Shanshan Shen <467638484@qq.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 21:38:39 +08:00
Xunzhuo
766c837bd5
[Model] Support every Decision 3.0 size (d3-flash, d3-mini, d3-nano, d3-lite, d3-edge) ( #61778 )
...
Signed-off-by: Xunzhuo Liu <xunzhuo.liu@amd.com >
2026-10-15 13:29:24 +00:00
Micah Williamson
e8e1e96196
[ROCm][DSv4] AITER MegaMoE Fixed-Slot Dispatch For DeepSeek-V4 ( #61262 )
...
Signed-off-by: Micah Williamson <micah.williamson@amd.com >
2026-10-15 19:10:59 +08:00
Timofey and Codex
716c5225ae
[Model] Add AliceAI support ( #57963 )
...
Signed-off-by: timka <timka.byzov@yandex.ru >
Co-authored-by: Codex <noreply@openai.com >
2026-10-15 10:15:03 +00:00
b965ee564d
[Chore] Use upstream Transformers DeepseekV4Config ( #61392 )
...
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
Haiyu Zuo and Kevin H. Luu
ff5a91a456
[Feature][Model Loader] Apply model-owned MTP shard selection to RunAI ModelStreamer ( #60759 )
...
Signed-off-by: 浩韵 <zuohaiyu.zhy@alibaba-inc.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-15 12:23:11 +08:00
Woosuk Kwon and Claude Opus 5.5
8530aed2b7
[Spec Decode] Remove Medusa and MLP speculator support ( #61701 )
...
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-14 17:29:23 -07:00
josh-schell-amd and Claude Opus 5.5
273a04964e
[ROCm] Bump AITER to v0.1.25 and relax the DSv4.1 mono MoE tolerance ( #61697 )
...
Signed-off-by: josh schell <josh.schell@amd.com >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
2026-10-14 23:50:24 +00:00
d1d8e6c096
[Perf][Nemotron-Parse] Do image rescale/normalize on the device ( #60500 )
...
Signed-off-by: DiegoCao <DiegoCao@users.noreply.github.com >
Co-authored-by: DiegoCao <DiegoCao@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-14 18:33:22 +00:00
Rohan Potdar and Claude Opus 5.5
52a8cc5316
[ROCm][CI] Add dtype to the KDA metadata test's fake model config ( #61650 )
...
Signed-off-by: Rohan138 <rohanpotdar138@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-14 18:04:14 +00:00
Xunzhuo
89cab55086
[Model] Support Decision 3.0 decision models (vllm-sr/d3) ( #61565 )
...
Signed-off-by: Xunzhuo Liu <xunzhuo.liu@amd.com >
2026-10-14 17:10:55 +00:00
3723a1ea96
[Bugfix][Transformers backend] Fix CUDA graph capture for dynamic-rope models ( #58064 )
...
Signed-off-by: YongfengX <erkang040804@gmail.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5 <noreply@anthropic.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Kevin H. Luu <khluu000@gmail.com >
2026-10-14 05:56:54 -07:00
Lazurite
23fbc2ec2f
[Model] Support precomputed image embeddings for LightOnOCR ( #61585 )
...
Signed-off-by: Rapisurazurite <43494437+Rapisurazurite@users.noreply.github.com >
2026-10-14 10:54:09 +00:00
Ronald and aoshen02
19aba3e4d5
[Bugfix][RL] Load attention sinks through weight_loader for layerwise reload ( #57797 )
...
Signed-off-by: Ronald1995 <ronaldautomobile@163.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-14 10:17:58 +00:00
30e79c3a76
[Core] Update PyTorch to 2.14.0, torchvision to 0.29.0, triton to 3.8.0 (release channel) ( #52183 )
...
Signed-off-by: Andrey Talman <atalman@users.noreply.github.com >
Signed-off-by: Andrey Talman <atalman@fb.com >
Co-authored-by: Andrey Talman <atalman@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-14 00:17:59 -07:00
Stefano Castagnetta and Kartikey Vyas
4e0681ed56
[Quantization] Support packed NVFP4 Qwen4Exp PLE embeddings ( #56273 )
...
Signed-off-by: Stefano Castagnetta <scastagnetta@nvidia.com >
Co-authored-by: Kartikey Vyas <kartikey@artificialanalysis.ai >
2026-10-14 08:24:55 +08:00
698e79f3bd
[Model] Kolibri 1 via the Transformers modeling backend ( #60827 )
...
Signed-off-by: Luca Motz <luca.motz@icloud.com >
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
2026-10-13 22:17:52 +01:00
Andreas Karatzas and Claude
67516b6c42
[Bugfix][ROCm][Kimi-K3] Stage fused KDA decode weights after loading ( #61207 )
...
Signed-off-by: Andreas Karatzas <akaratza@amd.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-10-13 14:55:57 -05:00
c5bda658d2
[Model][MoE] Load MegaMoE experts directly into the DeepGEMM layout ( #60096 )
...
Signed-off-by: aoshen02 <aoshen@inferact.ai >
Signed-off-by: Aaron Hao <hao-aaron@users.noreply.github.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Aaron Hao <hao-aaron@users.noreply.github.com >
2026-10-13 11:52:08 -07:00
wang.yuqi
669f85e686
[Misc] Break chat_utils into more maintainable modules. ( #60972 )
...
Signed-off-by: wang.yuqi <yuqi.wang@daocloud.io >
2026-10-13 15:08:07 +00:00
Jiangyun Zhu and Claude Opus 5.5
61d9c777bf
[CI] Run the Clef pooler test on GPU ( #61409 )
...
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-13 14:42:53 +00:00
Nathan Sala and Shaun Kotek - Nvidia
0838cd6593
[Bugfix] Load and apply Nemotron Super final vision LayerNorm ( #61401 )
...
Signed-off-by: Shaun Kotek <skotek@nvidia.com >
Co-authored-by: Shaun Kotek - Nvidia <skotek@nvidia.com >
2026-10-13 12:42:29 +00:00
Harry Mellor and Claude Opus 5
6f11c220b5
[Transformers backend] Fuse MoE routers that score after the top-k ( #57410 )
...
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com >
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com >
2026-10-13 08:41:23 +00:00
380638afbb
[Model] Add Clef-Flash support ( #61308 )
...
Signed-off-by: Tianyu Guo <guoty@inferact.ai >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-10-13 05:46:37 +00:00
df6c7ad031
[Core][Refactor] Move KV cache planning logic to kv_cache_planning.py ( #61183 )
...
Signed-off-by: Dakai An <dakaian108@gmail.com >
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-13 03:05:39 +00:00
frida-andersson
c077dc663d
[ROCm][Perf][DSv4.1] Enable decoder SWA bounded replay ( #59039 )
...
Signed-off-by: Frida Andersson <fanderss@amd.com >
2026-10-13 02:19:14 +00:00
Fangzhou Ai and Claude Opus 5.5
cc2a6eea1a
[ROCm][Perf][DSv4.1] Mono decode on every backbone layer ( #61082 )
...
Signed-off-by: Fangzhou Ai <fangzhou.ai@amd.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-13 10:16:50 +08:00
189bbfb9f4
Add MoNe experts pruning support ( #50415 )
...
Signed-off-by: Ilya Boytsov <ieboytsov@nebius.com >
Signed-off-by: Misha Goin <mgoin64@gmail.com >
Signed-off-by: mgoin <mgoin64@gmail.com >
Co-authored-by: Ilya Boytsov <ieboytsov@nebius.com >
Co-authored-by: Codex <noreply@openai.com >
Co-authored-by: Misha Goin <mgoin64@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-12 23:18:43 +00:00
Shang Wang and Claude Opus 5.5
ffec221276
[Bugfix][DSv4.1] Match decoder-replay input_ids dtype for FlashInfer MegaMoE ( #61041 )
...
Signed-off-by: Shang Wang <samshang.wang@mail.utoronto.ca >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-12 14:23:00 +00:00
Ilya Markov
a281ad32f0
[EPLB] Add EPLB support to dspark draft models (DeepSeekV4) ( #57549 )
...
Signed-off-by: Markov Ilya <markovilya197@gmail.com >
2026-10-12 10:03:09 -04:00
092c35dd15
[Model] Support Cloudflare/clef-omni on /v1/systemone ( #61064 )
...
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com >
Signed-off-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
2026-10-12 21:27:34 +08:00
Harry Huang and mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
c75cb63cd2
[Qwen4Exp] support Sequence Parallelism for Qwen3.8-Flash-Next ( #56322 )
...
Signed-off-by: huanghaoyan.hhy <huanghaoyan.hhy@alibaba-inc.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-12 20:56:44 +08:00
MatthewCYM
f7a3a7265f
[Bugfix][Multimodal] Fix Qwen3-ASR audio preprocessing parity ( #57146 )
...
Signed-off-by: MatthewCYM <chenyiming0v0@gmail.com >
2026-10-12 10:42:51 +00:00
AMD-yanfeiwang and aoshen02
e3bbaf2369
[ROCm][DSv4] Fuse the shared expert into AITER MegaMoE ( #61004 )
...
Signed-off-by: Yanfei Wang <yanfei.wang@amd.com >
Co-authored-by: aoshen02 <aoshen@inferact.ai >
2026-10-12 15:53:16 +08:00
dingdangmao and Codex
124b89d5b7
[Bugfix][RecoverSSM] Correct aligned state indices at exact block boundaries ( #59962 )
...
Signed-off-by: apex-mochen <2756823972@qq.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-12 02:08:14 +00:00
f26d9f432c
[Bugfix][GLM-5.3-Flash] Honor --mamba-ssm-cache-dtype for the KDA recurrent state ( #59147 )
...
Signed-off-by: Jared Wen <jaredwen@inferact.ai >
Co-authored-by: Claude Opus 5.5 (1M context) <noreply@anthropic.com >
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-10-11 17:55:00 +00:00
Nick Hill
c059bee812
[MRV2] Switch CI tests still running on MRV1 unnecessarily ( #61014 )
...
Signed-off-by: Nick Hill <nickhill123@gmail.com >
2026-10-11 09:57:07 -07:00
tc-mb and Cyrus Leung
c85616efc6
[Model] Support MiniCPM-V 4.7 ( #58674 )
...
Signed-off-by: tc-mb <tianchi_cai@icloud.com >
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk >
2026-10-11 10:21:10 +00:00
MOVZX
