admin
321e8bb47f
fix(quant): load offline-quantized compressed-tensors checkpoints directly on CPU under offload
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The diffusion loader treated any quant config without the MXFP8/
is_checkpoint_quantized markers as online quantization: it loaded every
component on the accelerator before offloading, so serving the int8
weight-only compressed-tensors artifact OOM'd at model construction
(encoder 17 GiB + VAE + packed DiT skeleton > 24 GiB). compressed-tensors
is always a serialized format with no on-load quantization pass — detect
it (through component wrappers too) and load on the host, round-tripping
each quantized module through the accelerator only for the post-load
Marlin repack, which has no CPU path.
2026-10-08 07:36:01 -04:00
admin
e778d21f91
probe: int8 weight-only compressed-tensors DiT artifact kit (issue 5)
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quantize_dit_int8wo.py builds the offline W8A16 artifact (per-channel
symmetric int8, pack-quantized via compressed-tensors' own packer,
per-component config wrapper so encoder/VAE stay BF16, digest manifest);
serve.sh/probe.py/gate.py/psnr.py adapt the issue-2 kit for the
structure-gated capacity matrix (1-4 refs x seeds 2301-2304).
2026-10-08 07:01:55 -04:00
admin
2f8363c5fc
fix(quant): resolve hyphenated registry methods and disk-dict from_config in quant factory
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_normalize_method_name canonicalizes dashes to underscores for _OVERRIDES
lookup, but vLLM's QUANTIZATION_METHODS keeps historical spellings
('compressed-tensors'), so both --quantization compressed-tensors and
checkpoint auto-detection raised 'Unknown quantization method'. Resolve
the normalized name back to the registry spelling, and fall back to
from_config for registry configs whose __init__ does not take the
serialized schema (compressed-tensors config_groups/format/ignore).
2026-10-08 07:00:05 -04:00
hurukawa
3e705fcdb1
[Model] Add JoyAI-Image-Edit pipeline support ( #4112 )
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Build Wheel / build (3.12) (push) Failing after 36s
Build Wheel / build (3.11) (push) Failing after 36s
pre-commit / pre-commit (push) Failing after 44s
Signed-off-by: nagisa-kun <1434936049@qq.com >
Signed-off-by: nagisa <1434936049@qq.com >
Signed-off-by: hurukawa <61525444+nagisa-kunhah@users.noreply.github.com >
2026-10-08 08:40:55 +08:00
Yueqian Lin
6a70bda0f6
[Bugfix][Qwen3-Omni] Default the talker voice to Ethan ( #8568 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-10-07 17:07:53 -07:00
Yueqian Lin
1c71a2c03a
[Bugfix] Report sample rate and channels for streamed speech PCM ( #8567 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-10-07 17:07:49 -07:00
Alex Brooks
8484d85d1f
[Bugfix] Fix Sender Address Propagation ( #8599 )
...
Build Wheel / build (3.12) (push) Failing after 1m16s
Build Wheel / build (3.11) (push) Failing after 1m17s
pre-commit / pre-commit (push) Failing after 59s
Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-10-07 15:04:01 -06:00
Nick Cao and Codex
744c202d86
[BugFix] Optimize turn-based /v1/realtime auto truncation ( #8566 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-07 15:57:09 -04:00
Alex Brooks
f3743ebdb6
[Bugfix] Fix In Place Compile Overwrites for Qwen3Omni Embeddings with TP > 1 ( #8532 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-10-07 17:01:45 +00:00
amy-why-3459
3345fb7498
[CI/Build] Fix CPU groups in distributed VAE test mocks ( #8591 )
2026-10-07 10:24:15 -06:00
haic0 and andyluo7
c8e69c08fb
[CI/Build][ROCm] Stabilize R2-01 platform selection ( #8561 )
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Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Signed-off-by: andyluo7 <andy.luo@amd.com >
Co-authored-by: andyluo7 <andy.luo@amd.com >
2026-10-07 08:03:03 -07:00
MaciejBalaNV
e54e185593
[feature] Reduce memory usage with SP ( #7728 )
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Signed-off-by: Maciej Bala <mbala@nvidia.com >
2026-10-07 22:36:32 +08:00
3dc35694b3
[New model] Qwen-Image-2.1 support (rebase + review follow-ups) ( #8099 )
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Signed-off-by: NumberWan <wantszkin2003@gmail.com >
Signed-off-by: SamitHuang <285365963@qq.com >
Signed-off-by: Samit <285365963@qq.com >
Co-authored-by: Isotr0py <Isotr0py@outlook.com >
Co-authored-by: Tianyu Guo <guoty9@mail2.sysu.edu.cn >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: SamitHuang <285365963@qq.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
2026-10-07 21:23:59 +08:00
QianCyrus and Hongsheng Liu
8ef77be66e
[Model] Avoid repeated attention and MLP work in Klein TP ( #8553 )
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Signed-off-by: QianCyrus <101633534+QianCyrus@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-10-07 21:21:05 +08:00
NATURE
b21df3bcb6
[Frontend] Share regular and duplex chat initialization ( #7646 )
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Signed-off-by: natureofnature <wzliu@connect.hku.hk >
2026-10-07 10:49:34 +00:00
amy-why-3459
de253412b0
[Core] Defer generation payload host waits to output consumption ( #8540 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-07 17:20:54 +08:00
amy-why-3459
9482bf1e8c
[Model] MiniCPM-o 4.5: enable fused CFM body by default on CUDA ( #8557 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-07 10:25:39 +08:00
712b90de9c
[Perf][Qwen3-Omni] Capture the thinker image encoder with CUDA graphs (part of #7452 ) ( #8215 )
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Signed-off-by: MrlixiangWE <mrdanaer@gmail.com >
Co-authored-by: zijianc2 <157244773+zijianc2@users.noreply.github.com >
Co-authored-by: Yifan Tian <221685243+Sendoh-code@users.noreply.github.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-07 09:29:59 +08:00
Yueqian Lin
ed6bc5ae0c
[Perf][PersonaPlex] Batch live duplex appends and replay Mimi codec frames from CUDA graphs ( #8356 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-10-07 00:05:08 +00:00
e61cd4290f
[CI/Build][ROCm] Move Pi0.5 CPU coverage to AMD nightly ( #8559 )
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Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Signed-off-by: andyluo7 <andy.luo@amd.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: andyluo7 <andy.luo@amd.com >
2026-10-06 11:05:14 -07:00
a0d915254b
[CI][ROCm] Add and stabilize HunyuanImage3 nightly coverage ( #7934 )
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Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Signed-off-by: akshatvishu <akshatnayak197@gmail.com >
Signed-off-by: andyluo7 <andy.luo@amd.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: akshatvishu <akshatnayak197@gmail.com >
Co-authored-by: andyluo7 <andy.luo@amd.com >
2026-10-06 09:54:27 -07:00
bad88bca25
[Frontend] MiniMax-H3: Add latent-mask editing to the ComfyUI extension ( #7575 )
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Signed-off-by: chen hongwei <1792043268@qq.com >
Signed-off-by: Wang Zhipeng <wangzhipeng628@gmail.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
Co-authored-by: Wang Zhipeng <wangzhipeng628@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 16:32:40 +00:00
Sy03
7be49aa0ce
[Model] Default MOSS Local 1.5 to adaptive CUDA MRV2 with MPS ( #8438 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-10-06 08:20:46 -07:00
Dong1017 and amy-why-3459
ee9ab9ea88
[Perf] Fuse AdaLayerNorm CUDA eager path with Triton ( #8231 )
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Signed-off-by: GUOGUO <xwdong1998@163.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-06 15:11:45 +00:00
BeatSeat and amy-why-3459
182b77da4c
[Perf][MiniCPM-o] Stage 0 streaming audio/vision encoder CUDA graphs and candidate sampling ( #8430 )
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Signed-off-by: BeatSeat <wendavid552@gmail.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-06 07:53:03 -07:00
Nick Cao and Codex
65699fe94c
[Core] Generalized turn-based /v1/realtime implementation ( #8339 )
...
Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-06 22:07:31 +08:00
25fb257667
[Model] MiniMax-H3: accept raw video masks and resolve the latent grid server-side ( #7947 )
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Signed-off-by: chen hongwei <1792043268@qq.com >
Signed-off-by: Wang Zhipeng <wangzhipeng628@gmail.com >
Co-authored-by: Wang Zhipeng <wangzhipeng628@gmail.com >
Co-authored-by: Claude Opus 5.5 <noreply@anthropic.com >
2026-10-06 12:46:35 +00:00
5f95115e70
Kandinsky6 ( #8537 )
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Signed-off-by: leffff <levnovitskiy@gmail.com >
Signed-off-by: Artem Borisov <divotionchannel@gmail.com >
Co-authored-by: leffff <levnovitskiy@gmail.com >
Co-authored-by: Artem Borisov <divotionchannel@gmail.com >
2026-10-06 15:55:15 +08:00
haic0 and Cursor
1f63e97a40
[CI][ROCm] Add Cosmos3 nightly coverage ( #7933 )
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Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-10-06 00:18:44 -07:00
QianCyrus
c2cd13c009
[Core] Add batch parallel VAE decode ( #8162 )
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Signed-off-by: QianCyrus <101633534+QianCyrus@users.noreply.github.com >
2026-10-06 13:51:35 +08:00
haic0 and Cursor
2bcd1e449a
[CI][ROCm] Add LingBot nightly coverage ( #7935 )
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Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-10-06 05:31:51 +00:00
QianCyrus
099f9b553d
[Model] Optimize Wan VAE first-frame decoding with Conv2d ( #8179 )
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Signed-off-by: QianCyrus <101633534+QianCyrus@users.noreply.github.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-10-06 11:44:34 +08:00
haic0 and Cursor
e4a8b2e858
[CI/Build][ROCm] Reuse AITER cache for Mammoth attention tests ( #8527 )
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Signed-off-by: haic0 <149741444+haic0@users.noreply.github.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
2026-10-05 18:35:01 -07:00
Tianyao Wu and amy-why-3459
cc444b8875
[Bugfix][MiniCPM-o] Take the duplex vision tile from the image-processor config ( #8462 )
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Signed-off-by: Tianyao Wu <rayroy31@gmail.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-06 09:04:21 +08:00
Linze Shi
aad3090877
[Model][PersonaPlex] Vectorize prefill embedding construction ( #7481 )
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Signed-off-by: Linze-Shi <linzeshi0@gmail.com >
2026-10-05 18:52:41 +00:00
LOGO127
ae430dddc0
[Model][PersonaPlex] Encode only consumed Mimi codebooks ( #7399 )
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Signed-off-by: luozijian <luozijian0924@gmail.com >
2026-10-05 18:49:33 +00:00
BeatSeat and amy-why-3459
79562e97ad
[Perf][MiniCPM-o] Code2Wav resident Euler slot pool, fused DiT body, and exact HiFT graphs ( #8443 )
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Signed-off-by: BeatSeat <wendavid552@gmail.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-05 18:36:28 +00:00
Wenbo Ji 嵇文博
539c533762
[Bugfix] Keep client error status in the single-GPU diffusion executor ( #8474 )
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Signed-off-by: Wenbo Ji <36562829+fusheng-ji@users.noreply.github.com >
2026-10-05 13:09:34 -04:00
amy-why-3459
9146284c16
[Perf] Add CUDA graphs for MiniCPM-o 4.5 input encoders ( #8332 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-05 15:01:07 +00:00
Yufeng He
a0e626caaf
[Bugfix] Validate sleep stage_ids before blocking admission ( #8501 )
...
Signed-off-by: Yufeng He <40085740+he-yufeng@users.noreply.github.com >
2026-10-05 10:27:53 -04:00
Sy03
023716ecc4
[Bugfix] Do not assume a stream decoder in MRv2 eager-MTP preprocess ( #8484 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-10-05 09:29:38 -04:00
5351cd6645
[Bugfix] Qwen3-Omni thinker: create deepstack buffers on the real device ( #8461 )
...
Signed-off-by: John Nunez <johnnynunez@users.noreply.github.com >
Co-authored-by: John Nunez <johnnynunez@users.noreply.github.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-10-05 21:00:04 +08:00
ztyan
091b256674
[Model][Perf] IndexTTS2: drop per-step hidden D2H in latent mode ( #8478 )
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Signed-off-by: ztyan <191593482+vivivi-111@users.noreply.github.com >
2026-10-05 20:20:25 +08:00
Yueqian Lin
6dd0d1f931
[Bugfix] Update routed-expert tests for native auxiliary output ( #8500 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-10-05 17:40:07 +08:00
Jungle and Codex
67d21b5fff
[Core] Add token_ids output type and enforce canonical names ( #7843 )
...
Signed-off-by: Jungle430 <junglece430@gmail.com >
Co-authored-by: Codex <noreply@openai.com >
2026-10-05 16:49:03 +08:00
Zhou Taichang
0b0d2d7009
[Rebase] Align vLLM-Omni with vLLM v0.31.0 ( #8459 )
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Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
2026-10-05 14:11:01 +08:00
Scott Ye
1f47fa2f29
[Model][Core] Avoid unused CosyVoice3 payloads and redundant AR output work ( #8473 )
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Signed-off-by: Sorbett <sorbet111@163.com >
2026-10-05 04:52:19 +00:00
汪志鹏
5ca23106fd
[Model] Add SheetSage2 preprocessing and YuE2 score handoff ( #8371 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-10-05 11:09:37 +08:00
bbd539d2b6
[feature] Enable multi-node inference through Ray backend ( #7938 )
...
Signed-off-by: Maciej Bala <mbala@nvidia.com >
Co-authored-by: Bartosz Stefaniak <bstefaniak@nvidia.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
2026-10-05 02:53:36 +00:00
Yueqian Lin
c1e84ce946
[Bugfix] Wire output buffers into duplex model test harnesses ( #8489 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-10-04 23:55:19 +00:00