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f0cec3ecd4e1991bd1cf9c0a6bbad9d0fe80480b
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270 Commits
Author SHA1 Message Date
SYLAR f0cec3ecd4 Merge branch 'main' into lance-model-support 2026-05-22 04:13:58 +08:00
lishunyang12 7b885f9d13 [Lance] Precision matching, recipe, and README cleanup 
- Precision matching across the Lance transformer and pipeline so vLLM-Omni
  outputs match the upstream reference end-to-end (text2img / img2img /
  text2video / video2video / image and video understanding).
- Add recipes/ByteDance/Lance.md covering all single-stage modalities for
  offline + online; register it in recipes/README.md.
- Offline README: document --height/--width and update the default
  resolution to 1024x1024 (matches the upstream inference_lance.sh).
- Gitignore lance_compare/ (local precision-matching dump scripts; not part
  of the repo).
- Remove LANCE_PR.md; the PR description lives on GitHub.

Signed-off-by: lishunyang12 <lishunyang12@163.com>
 2026-05-21 20:07:40 +00:00
Yuanheng Zhao 2bc9cb7f13 [Feat] Support online quantization (fp8/int8) for LTX-2 (#3700) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
 2026-05-21 19:52:21 +08:00
Yueqian Lin fc8486cf20 [Doc][TTS] CosyVoice3 online docs + residual TTS yaml cleanup + remove VoxCPM v1 (#3748) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-05-20 15:24:06 +08:00
hxhhhlalalaandhyh_hh 9dd36e3afd [NPU][Quant] Add W4A4 MXFP4 online & MXFP4 dual-scale online/offline quantization support for Wan2.2 T2V / I2V inference on Ascend NPU (#3578) 
Signed-off-by: hyh_hh <huyinghong1@huawei.com>
Co-authored-by: hyh_hh <huyinghong1@huawei.com>
 2026-05-20 06:21:29 +00:00
Rustam Khadipash 89f8819525 [Feature] Add support for Pipeline Parallel and integrate it into Wan 2.2 (#2322) 
Signed-off-by: Rustam Khadipash <16683750+hadipash@users.noreply.github.com>
 2026-05-19 09:42:17 +08:00
lishunyang 69bcc6416d [New Model] Lance (ByteDance) — unified AR+diffusion multimodal (#3697) 
Adds Lance (bytedance-research/Lance), a 3B unified AR+diffusion
multimodal model on a Qwen2.5-VL backbone. Lance is BAGEL-lineage:
it reuses vLLM-Omni's BAGEL Mixture-of-Transformers core verbatim and
specializes only the ViT (Qwen2.5-VL vision), the VAE (Wan2.2) and the
checkpoint layout.

All six single-stage Lance modalities verified end-to-end on 1x B300:
t2i, t2v, image_edit, video_edit, x2t_image (image understanding) and
x2t_video (video understanding). 3-D mRoPE is wired through
BagelRotaryEmbedding for the x2t / video / edit paths. Includes the
upstream gap-analysis quality fixes (task-specific system prompts, full
Qwen chat template, upstream inference defaults and aspect-ratio
buckets).

Ships an offline example (examples/offline_inference/lance/), an
OpenAI-compatible online-serving example
(examples/online_serving/lance/) and an e2e test
(tests/e2e/online_serving/test_lance.py).

See LANCE_PR.md for the architecture rationale, per-modality status and
the two remaining follow-ups (two-stage AR+DiT, video_edit polish).

Closes #3697.

Signed-off-by: lishunyang <lishunyang03@gmail.com>
 2026-05-18 22:09:14 +00:00
lyj-jjjandCursor 821286794f [HY-Imgae3.0] support hunyuan image3 dit fa-fp8 on npu (#3540) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-05-18 09:35:30 -07:00
Yuanheng Zhao a64ebf103b [Refactor] Migrate and clean up TTS configs: CosyVoice3, OmniVoice, VoxCPM (#3338) 
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
 2026-05-17 07:32:34 +08:00
lyj-jjjandCursor bbc00f9f86 [BugFix] fix(omni): isolate diffusion KV-cache dtype from vLLM --kv-cache-dtype #3585 (#3596) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
 2026-05-15 11:22:59 +08:00
TaffyOfficialTaffyOfficialTaffyOfficialskf1999
 		3f63aaf982 [Feature] HunyuanImage-3.0 IT2I: multi-image input + prompt API cleanup (#3444) 
Signed-off-by: TaffyOfficial <2324465096@qq.com>
Signed-off-by: TaffyOfficial <wu15922848573@outlook.com>
Signed-off-by: skf1999 <13234016272@163.com>
Signed-off-by: zuiho <2324465096@qq.com>
Signed-off-by: Claude Code <noreply@anthropic.com>
Signed-off-by: zuiho <wu15922848573@outlook.com>
Signed-off-by: TaffyOfficial <2587297563@qq.com>
Co-authored-by: TaffyOfficial <2324465096@qq.com>
Co-authored-by: TaffyOfficial <wu15922848573@outlook.com>
Co-authored-by: skf1999 <13234016272@163.com>
 2026-05-14 16:58:40 +08:00
Y. Fisher 4d3eed152a [Feat][Config] Support additional_config for diffusion worker (#3020) 
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Y. Fisher <yukexiong1@huawei.com>
 2026-05-13 14:22:43 +00:00
Zeng Chuang 16a84b29d5 [Bugfix] Add bot_task option of think_recaption for hunyuanimage3 it2i (#3551) 
Signed-off-by: zengchuang <zengchuang3@huawei.com>
 2026-05-13 22:10:35 +08:00
hxhhhlalalaandhyh_hh a715abd447 [NPU][Quant] Add W8A8 MXFP8 online/offline quantization support for Wan2.2 T2V / I2V / TI2V inference on Ascend NPU (#3140) 
Signed-off-by: hyh_hh <huyinghong1@huawei.com>
Co-authored-by: hyh_hh <huyinghong1@huawei.com>
 2026-05-13 17:14:42 +08:00
lyj-jjjCursorgcanlin
 		56ca7dd612 support online FP8 quantization for FA on NPU #2236 (#2640) 
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
 2026-05-13 11:46:00 +08:00
DnoobYueqian LinHongsheng Liu
 		d7ea5d5979 [New Model] Add support for tencent/Covo-Audio-Chat (#2293) 
Signed-off-by: Dnoob <dxpouo@gmail.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-12 14:39:58 +08:00
dengyunyangandHongsheng Liu 0d91fbbbb7 [Bugfix] Align the AR and DiT prompt formatting across both online and offline modes. (#3516) 
Signed-off-by: dengyunyang <584797741@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-12 12:13:30 +08:00
Y. Fisher a33e2eb588 [Config] Add HunyuanImage3 deploy configs (#3172) 
Signed-off-by: KexiongYu <yukexiong1@huawei.com>
Signed-off-by: Y. Fisher <yukexiong1@huawei.com>
 2026-05-11 22:49:19 +08:00
汪志鹏 c9a8556c24 [New Model]: Add sensenova u1 support (#3319) 
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-05-11 22:19:00 +08:00
akshatvishuChen-Yo SunSYLAR
 		f6e3dece09 [Feature] Add FP8 quantization for Voxtral TTS (#3036) 
Signed-off-by: akshatvishu <akshatnayak197@gmail.com>
Signed-off-by: Chen-Yo Sun <chenyo.sun@mistral.ai>
Signed-off-by: akshatvishu <33392262+akshatvishu@users.noreply.github.com>
Co-authored-by: Chen-Yo Sun <chenyo.sun@mistral.ai>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
 2026-05-08 22:40:36 -04:00
boatmanandsphinxkkkbc f8624db93a [BugFix]Fix default stage config path in voxcpm2 (#3447) 
Signed-off-by: sphinxkkkbc <binchengkang8@gmail.com>
Co-authored-by: sphinxkkkbc <binchengkang8@gmail.com>
 2026-05-08 21:03:47 +08:00
dengyunyang 5b61e7f1f1 [Feature][Hunyuan image 3.0] AR + DIT with kv reuse. (#3346) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-05-08 20:51:46 +08:00
lsyyyyyand汪志鹏 32663f21d5 [Feat] support hsdp for Bagel (#3150) 
Signed-off-by: siyuan.lei <siyuanlei37@gmail.com>
Signed-off-by: lsyyyyy <siyuanlei37@gmail.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-05-08 15:20:42 +08:00
wangyuandHuang, Zeyu 6f2ad7b403 [Test] Unify L2/L3 test layout, Buildkite steps, and test helpers (#2556) 
Signed-off-by: wangyu <410167048@qq.com>
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
Signed-off-by: wangyu <53896905+yenuo26@users.noreply.github.com>
Co-authored-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com>
 2026-05-08 14:12:23 +08:00
Nick Cao e6466cf0e6 [Refactor] Replace and ban a few torch.cuda functions in favor of torch.accelerator replacements. (#3365) 
Signed-off-by: Nick Cao <ncao@redhat.com>
 2026-05-07 23:23:59 +08:00
Haco 81ab2f98da [Config Refactor] Remove legacy Omni CLI arg helper and align tests with nullified parser defaults (#3144) 
Signed-off-by: xiaohajiayou <923390377@qq.com>
 2026-05-07 06:32:01 +08:00
Juan Pablo ZuluagaandYueqian Lin 19f8f42822 [Feat][Qwen3-Omni] Add CUDA graph support for Code2Wav decoder (#2376) 
Signed-off-by: JuanPZuluaga <juanz9312@gmail.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-05-07 06:16:03 +08:00
skfTaffyOfficialdengyunyangJohn Liu BUAA
 		576afb6f53 [Feature] HunyuanImage-3.0 IT2I (image editing) support (#3107) 
Signed-off-by: TaffyOfficial <2324465096@qq.com>
Signed-off-by: zuiho <2324465096@qq.com>
Signed-off-by: skf1999 <13234016272@163.com>
Co-authored-by: TaffyOfficial <2324465096@qq.com>
Co-authored-by: dengyunyang <584797741@qq.com>
Co-authored-by: John Liu BUAA <liukecheng97@gmail.com>
 2026-05-06 22:37:39 +08:00
dengyunyang 369a47d5a1 [Hunyuanimage-3.0] Accuracy fix (#3373) 
Signed-off-by: dengyunyang <584797741@qq.com>
 2026-05-06 07:31:11 +00:00
fywc 9f81a0a4b0 [Feat] support HSDP for DreamID-Omni (#3138) 
Signed-off-by: hanzheli <hanzheli@kuaishou.com>
Signed-off-by: fywc <hanzheli@kuaishou.com>
 2026-05-06 13:09:39 +08:00
Chendi.XueandHongsheng Liu 4e41b7bc23 Enable Wan2.2-S2V modeling to vLLM-omni (#2751) 
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-06 08:03:48 +08:00
Yueqian Lin 5cf3f7947b [Docs] Consolidate moss_tts_nano + ming_flash_omni_tts into TTS hub (#3358) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-05-05 17:36:16 +00:00
TaffyOfficialTaffyOfficialzuiho-kai
 		44cde33eb5 [Bugfix][HunyuanImage3] Fix offline AR garbage output by switching to Instruct chat template (#3243) 
Signed-off-by: zuiho <wu15922848573@outlook.com>
Signed-off-by: TaffyOfficial <2324465096@qq.com>
Signed-off-by: zuiho-kai <31877877+zuiho-kai@users.noreply.github.com>
Signed-off-by: zuiho <2324465096@qq.com>
Co-authored-by: TaffyOfficial <2324465096@qq.com>
Co-authored-by: zuiho-kai <31877877+zuiho-kai@users.noreply.github.com>
 2026-05-06 00:31:02 +08:00
Juan Pablo ZuluagaandJuanPZuluaga b64ab05d09 [TTS][SpeakerCacheManager] A global speaker cache manager for Voice Cloning (#2630) 
Signed-off-by: JuanPZuluaga <juanz9312@gmal.com>
Co-authored-by: JuanPZuluaga <juanz9312@gmal.com>
 2026-05-05 10:53:45 -04:00
boatmanandsphinxkkkbc a0918ce583 [Feat]add cpu-offload/layerwise-offload for stable-audio-open & fix output inconsistency with same seed (#2909) 
Signed-off-by: sphinxkkkbc <binchengkang8@gmail.com>
Co-authored-by: sphinxkkkbc <binchengkang8@gmail.com>
 2026-05-05 10:49:57 -04:00
Yueqian Lin 703e31fc47 [Docs] Consolidate per-model TTS examples into a single hub (#3234) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
 2026-05-05 08:41:29 +12:00
Zhang JianZhang Jian汪志鹏
 		c708aecb18 [Diffusion] [Model] Support AudioX (#2077) 
Signed-off-by: Zhang Jian <jianmusings@gmail.com>
Signed-off-by: Zhang <jianmusings@gmail.com>
Signed-off-by: Zhang <zhang.jian@u.nus.edu>
Signed-off-by: Zhang Jian <e0322744@u.nus.edu>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: Zhang Jian <e0322744@u.nus.edu>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-05-04 10:24:35 -04:00
Yueqian LinandHongsheng Liu 7491b67446 [Bugfix][MOSS-TTS-Nano] Drop fictional voice presets, require ref_audio (#3192) 
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-03 16:35:35 +12:00
Yuanheng ZhaoandHongsheng Liu d49356e4ca [Config Refactor] Migrate Ming and Ming-TTS deploy/pipline configs (#3154) 
Signed-off-by: Yuanheng Zhao <jonathan.zhaoyh@gmail.com>
Signed-off-by: yuanheng <jonathan.zhaoyh@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-05-03 14:43:49 +12:00
Haco 16310c8ef3 [BugFix] Fix nullify regressions in pure diffusion offline examples (#3181) 
Signed-off-by: xiaohajiayou <923390377@qq.com>
 2026-04-30 17:03:09 +08:00
Dnoob 08cf5a6083 [Bugfix] Fix Qwen3-TTS Base ICL garbled output when ref_audio is a local path (#2984) 
Signed-off-by: Dnoob <dxpouo@gmail.com>
 2026-04-28 18:11:53 +00:00
yangkun.zhuandwangbolun 0016006974 [Model] Add InternVLA-A1 offline inference support (#2737) 
Signed-off-by: zhuyangkun <zyk_120403228@163.com>
Signed-off-by: bl-wang1 <918395762@qq.com>
Co-authored-by: wangbolun <918395762@qq.com>
 2026-04-27 02:28:07 -07:00
Yueqian LinandHongsheng Liu afa2b09684 feat: add MOSS-TTS-Nano single-stage TTS support (#2753) 
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-04-27 10:26:26 +08:00
Alex BrooksSy03Yueqian LinYueqian Lin
 		e03ab82dd2 [Refactor/Bugfix] Use Delta Messages for Streaming (#2911) 
Signed-off-by: Alex Brooks <albrooks@redhat.com>
Signed-off-by: Sy03 <1370724210@qq.com>
Signed-off-by: Yueqian Lin <linyueqian@outlook.com>
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: Sy03 <1370724210@qq.com>
Co-authored-by: Yueqian Lin <linyueqian@outlook.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
 2026-04-26 15:11:53 +12:00
jiangmengyu18andbetta18 c174c95ab0 [NPU] [Quant] Support HunyuanImage3 offline quantization with vLLM-Ascend on diffusion path (#2979) 
Signed-off-by: betta18 <jiangmengyu1@huawei.com>
Signed-off-by: jiangmengyu18 <56633611+jiangmengyu18@users.noreply.github.com>
Co-authored-by: betta18 <jiangmengyu1@huawei.com>
 2026-04-25 06:14:01 +00:00
汪志鹏andSYLAR 37e5954acf [Config Refactor]: Remove bagel yaml (#2936) 
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com>
 2026-04-24 21:21:30 +08:00
Hacoandlishunyang 22ffb85063 [Config Refactor] sentinel default precedence (#3078) 
Signed-off-by: lishunyang <lishunyang12@163.com>
Signed-off-by: xiaohajiayou <923390377@qq.com>
Co-authored-by: lishunyang <lishunyang12@163.com>
 2026-04-24 20:07:24 +08:00
bjf-frz e24f86ae2e [Enhancement]modify profiling.md (#3051) 
Signed-off-by: bjf-frz <frz123db@gmail.com>
 2026-04-24 16:30:24 +08:00
Baoyuan Qi 5632b78b3d [Feature] XiaomiMiMo/MiMo-V2.5-ASR support (#3089) 
Signed-off-by: Baoyuan Qi <qibaoyuan@xiaomi.com>
 2026-04-24 13:55:58 +08:00
Lancer d20a6b5b39 [chore] refine the examples (#3095) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
 2026-04-24 13:40:38 +08:00