Isotr0py
d3cf26c1b1
Wire enable_cuda_graph_decode through engine args, stage config and CLI
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Follows the vae_use_tiling path: OmniDiffusionConfig field, OmniEngineArgs,
StageDeployConfig, _DiffusionConfigProjection and --[no-]enable-cuda-graph-decode.
Documents interplay with enforce_eager and cudagraph_mode.
2026-09-21 08:36:34 +00:00
Isotr0py
a04b95bf6b
Address review: tuple image input, NPU index_select rope, per-key decode graph ownership
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- Normalize tuple image inputs in pre_process_func (empty tuple -> T2I path)
- Use torch.index_select in QwenImage21Rope for NPU compatibility (#6320 style)
- Refuse concurrent aliasing of shared decode-graph prefix KV entries: track a
single live owner per key, non-owners fall back to eager decode
2026-09-21 08:36:28 +00:00
Isotr0py
9174554e40
Merge remote-tracking branch 'origin/main' into qwen-image-2.1
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# Conflicts:
# vllm_omni/diffusion/executor/multiproc_executor.py
# vllm_omni/diffusion/offloader/sequential_backend.py
2026-09-21 07:32:04 +00:00
Zhou Taichang and Claude Fable 5.1
86fcfe95f1
[LingBot World] Eleven bit-identical removals of repeated work in the realtime path ( #7648 )
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Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
2026-09-21 06:12:45 +00:00
Sy03
a9e2117f5e
[Core][Model] Enable Qwen3-TTS MRV2 and optimize the TTS pipeline ( #7781 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-09-20 23:03:08 -07:00
DMAN
d139c600c7
[Model] Add online FP8 support for Boogu-Image MLLM ( #7342 )
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Signed-off-by: Dmaner <2663515256@qq.com >
2026-09-21 05:13:37 +00:00
ae3880f0e3
[Performance] Capture MOSS-TTS codec streaming decode with NPUGraph ( #7280 )
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Signed-off-by: Wallbreazzz <110282866+Wallbreazzz@users.noreply.github.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
2026-09-21 06:38:23 +08:00
Zeyu Huang | 黃澤宇
e36babd48f
[Core][Diffusion] Camera interaction for diffusion streaming generation (LingBot World 2 as example) ( #7198 )
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Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com >
2026-09-20 16:19:41 +00:00
汪志鹏
139a47a578
[Model] Add MiniMax-H3 long-video latent continuation with driving audio ( #7838 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-09-20 23:44:33 +08:00
DanaerLee and zijianc2
16734bbdf3
[Bugfix] Route text-only chat as per-request comprehension in HunyuanImage3 AR sampler ( #6111 )
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Signed-off-by: MrlixiangWE <mrdanaer@gmail.com >
Co-authored-by: zijianc2 <157244773+zijianc2@users.noreply.github.com >
2026-09-20 15:23:53 +00:00
102ba716bf
[Feat] Add native Mooncake KV transfer from AR to DiT ( #7166 )
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Signed-off-by: asukaqaq-s <1311722138@qq.com >
Signed-off-by: Acerak01-fy <wfy2003324@163.com >
Co-authored-by: Acerak01-fy <wfy2003324@163.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-09-20 14:44:55 +00:00
psv666
2d0b03f717
[Bugfix] Fix Qwen3-Omni realtime playback interruption and conversation history ( #7791 )
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Signed-off-by: psv666 <2693925048@qq.com >
2026-09-20 14:42:17 +00:00
RyanYun09
d3396fc5fb
# [Bugfix] Replace ffmpeg subprocess with PyAV to avoid HEVC decoder hang ( #7364 ) ( #7504 )
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Signed-off-by: RyanYun09 <318555231+RyanYun09@users.noreply.github.com >
2026-09-20 14:37:09 +00:00
Canlin Guo
4d877780d3
[Bugfix] Avoid waveform-list GC scans and release completed MOSS batches ( #7885 )
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Signed-off-by: Canlin Guo <canlinguosdu@gmail.com >
2026-09-20 05:36:52 -07:00
23f4126445
[Hardware][Ascend] Use incremental KV-cache decode for MOSS-TTS depth transformer ( #6967 )
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Signed-off-by: jingchengtian <tjc1995@126.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-09-20 18:34:25 +08:00
Alicia and Hongsheng Liu
d02681bf01
[Refactor][Diffusion] Move single-model layers into their model directories ( #5908 )
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Signed-off-by: congw729 <115451386+congw729@users.noreply.github.com >
Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-09-20 18:19:24 +08:00
amy-why-3459
9f5521351e
[Benchmark][MiniCPM-o] Port Video-MME dataset support to Omni bench s… ( #6987 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-09-20 17:15:53 +08:00
tlysanhuo
ea62f86718
[Bugfix] Honor request-level seed in VoxCPM2 CFM noise ( #7866 )
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Signed-off-by: tly <2200895168@qq.com >
2026-09-20 16:24:38 +08:00
wangyu and Yueqian Lin
6a03e45c34
[Misc] Remove Dynin-Omni and dots.tts support ( #7655 )
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Signed-off-by: wangyu <410167048@qq.com >
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: Yueqian Lin <linyueqian@outlook.com >
2026-09-20 00:28:29 -07:00
Tianyu Guo
3ea9e60501
Fix diffusion API initialization ( #7868 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
2026-09-20 12:08:50 +08:00
xiaoyu-xyz
5a93ec1b4e
[Model][Frontend] MiniMax-H3: Add latent-mask editing ( #7465 )
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Signed-off-by: xiaoyu <1259084489@qq.com >
2026-09-20 03:54:44 +00:00
Tianyu Guo
9dabaf8b80
Default Qwen-Image 2.1 CFG scale to 1.0 ( #7859 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
2026-09-20 11:51:35 +08:00
汪志鹏
8e10c3ee07
[Bugfix] Avoid multimodal cache collisions in multistage image editing ( #7817 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-09-20 11:27:06 +08:00
yulun
b6b868f3de
[Hardware][Ascend] Enable VoxCPM2 eager optimizations ( #7207 )
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Signed-off-by: Big2Wheel <1404207590@qq.com >
2026-09-20 11:18:12 +08:00
ooooooye and WeiQing Chen
b2b6c6c7a9
[Perf][MiniMax-H3] Cut video VAE encode/decode memory peaks for low-memory serving ( #7241 )
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Signed-off-by: brandneway <gyuan4892@gmail.com >
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com >
2026-09-20 10:56:54 +08:00
ooooooye
a9abd563f9
[Bugfix][RAINFUSION_ATTN] Fix padding-mask rejection on packed [real, pad] layouts and reuse query tail as output padding ( #7235 )
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Signed-off-by: brandneway <gyuan4892@gmail.com >
2026-09-20 10:56:51 +08:00
leegangtoe
fa506e0fe8
[Bugfix] Register statistics for dynamically added replicas ( #7298 )
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Signed-off-by: leegangtoe <leegangtoe@gmail.com >
2026-09-19 17:07:14 +00:00
NumberWan
23d8c83dab
[Bugfix][Qwen-Image] Keep AutoRound W4A16 on CPU when offloading; Fixes #7555 ( #7579 )
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Signed-off-by: NumberWan <wantszkin2003@gmail.com >
2026-09-19 16:34:11 +00:00
boatman
f9f53f2bd8
[Bugfix]Include Reference Audio Cache Salt for HiggsAudio v2 ( #7826 )
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Signed-off-by: boatman <109857087+sphinxkkkbc@users.noreply.github.com >
2026-09-20 00:19:14 +08:00
akshatvishu
415005be22
[Model] Add circlestone-labs/Anima ( #4083 )
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Signed-off-by: akshatvishu <akshatnayak197@gmail.com >
2026-09-19 16:16:38 +00:00
698f716012
[Refactor] Reject unknown diffusion config fields ( #5172 )
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Signed-off-by: TaffyOfficial <2324465096@qq.com >
Signed-off-by: zuiho <2324465096@qq.com >
Signed-off-by: Gao Han <hgaoaf@connect.ust.hk >
Co-authored-by: TaffyOfficial <2324465096@qq.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
2026-09-19 15:37:34 +00:00
470ec60848
[Core] Refactor omni prefix cache into Manager/Controller ( #6654 )
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Signed-off-by: ZhengWG <zwg0606@gmail.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-09-19 21:23:59 +08:00
ea84055507
[Refactor][Diffusion] Resolve distributed layerwise topology in the plan ( #7326 )
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Signed-off-by: specture724 <specture724@gmail.com >
Co-authored-by: Claude Opus 5 <noreply@anthropic.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-09-19 19:05:18 +08:00
7b4fc7ce2e
[Model] Migrate MammothModa2 DiT to the shared diffusion runtime ( #7134 )
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Signed-off-by: levius <2114377220@qq.com >
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
Co-authored-by: Yueqian Lin <linyueqian@outlook.com >
2026-09-18 13:29:18 -07:00
Joshna-Medisetty and Cursor
ca3ccfc9a3
[XPU][Bugfix] Make AR-Diffusion KV preallocation device-agnostic ( #7777 )
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Signed-off-by: Joshna Medisetty <joshna.medisetty@intel.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-09-18 14:41:41 -05:00
bcsdhjew
fbb4e63f0a
[Bugfix][Core] Apply Realtime item truncation once per command ( #7800 )
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Signed-off-by: Nolen Liang <nliang@nvidia.com >
2026-09-18 18:59:09 +00:00
Isotr0py
5b540f55d3
Fix decode cuda graph for Qwen-Image-2.1 model-level cpu offload ( #7801 )
2026-09-19 00:10:53 +08:00
Isotr0py
47e6acc1e3
Add FP8 KV cache support for Qwen-Image-2.1 DiT ( #7797 )
2026-09-19 00:06:58 +08:00
Isotr0py
2a92b71cb9
Add FP8 online qunatization support for Qwen-Image-2.1 ( #7792 )
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Signed-off-by: Isotr0py <mozf@inferact.ai >
2026-09-18 22:33:16 +08:00
Yukim1
4b0c187a1e
[Bugfix][Core] Fix CLI parallel flags losing to nested deploy parallel_config ( #7786 )
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Signed-off-by: zwhzzz0821 <2831474076@qq.com >
2026-09-18 13:09:18 +00:00
akshatvishu
3084b5d107
[BugFix][TTS] Restore MOSS v1 codec streaming ( #6420 )
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Signed-off-by: akshatvishu <akshatnayak197@gmail.com >
2026-09-18 20:06:57 +08:00
Tianyu Guo
ab4cf24b3e
Optimize Qwen-Image 2.1 attention and decode graph reuse ( #7790 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
2026-09-18 19:37:19 +08:00
Tianyu Guo
f930348e79
Preserve Qwen-Image 2.1 condition latent order ( #7766 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
2026-09-18 18:07:45 +08:00
chickeyton and Claude Fable 5.1
6df62d5157
[CI/Build][MiniCPM-o] Fix the Nightly tests ( #7758 )
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Signed-off-by: chickeyton <ngton2014@gmail.com >
Co-authored-by: Claude Fable 5.1 <noreply@anthropic.com >
2026-09-18 08:58:33 +00:00
holykie
aa2fadac42
[Perf][Diffusion] Activate NPU/GPU matmul for LoRA delta computation when weights are on CPU ( #7590 )
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Signed-off-by: holykie <116775684+holykie@users.noreply.github.com >
2026-09-18 16:51:23 +08:00
ooooooye
823af92347
[Bugfix][Ascend NPU][Diffusion] Load over-wide unquantized fallback weights straight into host memory under DLOFix/mxfp online offload after quant ( #7009 )
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Signed-off-by: brandneway <gyuan4892@gmail.com >
2026-09-18 07:36:48 +00:00
WeiQing Chen
5d3e6dc1b4
[Bugfix][MiniMax-H3] Use Hopper-safe modulation precision ( #7693 )
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Signed-off-by: david6666666 <530634352@qq.com >
2026-09-18 15:16:45 +08:00
Tianyu Guo
b0a309e5e7
Isolate Qwen-Image 2.1 prefill and decode scheduling ( #7770 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
2026-09-18 14:11:22 +08:00
Tianyu Guo and Isotr0py
a26013145c
Align Qwen-Image 2.1 preprocessing, CFG defaults and prefix cache ( #7769 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn >
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn >
2026-09-18 13:53:15 +08:00
Tianyu Guo
936c0cc7fe
Align Qwen-Image-2.1 VAE normalization with Diffusers ( #7768 )
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Signed-off-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
2026-09-18 13:51:06 +08:00