SYLAR
f0cec3ecd4
Merge branch 'main' into lance-model-support
2026-05-22 04:13:58 +08:00
Jialong Liu and Yueqian Lin
e949ccf087
[Bugfix] Fix MiMo-Audio voice instability: stochastic local_sampler + codec streaming context ( #3686 )
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Signed-off-by: Galleons2029 <Galleons777@gmail.com >
Signed-off-by: Jialong Liu <88185941+Galleons2029@users.noreply.github.com >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
2026-05-21 10:18:00 -04:00
Siyuan Kong
7d9d8aee79
[Bugfix] Fix qwen2_5_omni weight loading ( #3598 )
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Signed-off-by: ksiyuan <ksiyuan@umich.edu >
2026-05-21 16:43:33 +08:00
Canlin Guo
2aafe0bf94
[Perf] Optimize sampler D2H sync for HY-Image ( #3617 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
2026-05-20 15:40:34 +08:00
Yueqian Lin
fc8486cf20
[Doc][TTS] CosyVoice3 online docs + residual TTS yaml cleanup + remove VoxCPM v1 ( #3748 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-05-20 15:24:06 +08:00
Nick Cao
06ab723afc
[Perf][VoxCPM2][Ming-Flash-Omni] Use global CUDA graph pool ( #3361 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
2026-05-20 05:01:42 +00:00
lishunyang
69bcc6416d
[New Model] Lance (ByteDance) — unified AR+diffusion multimodal ( #3697 )
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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
Sy03 and amy-why-3459
ab59673f21
[Bugfix][Qwen3-Omni] Handle short Code2Wav chunk outputs ( #3687 )
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Signed-off-by: Sy03 <1370724210@qq.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-05-18 18:59:23 +00:00
c99df1ebd9
[TTS][Perf] Optimize Qwen3-TTS high-concurrency serving ( #3662 )
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Signed-off-by: Sy03 <1370724210@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com >
2026-05-17 16:58:59 -04:00
4e88053750
[BugFix][HunyuanImage3] Set MRoPE dynamic_arg_dims so graph mode can compile ( #3630 )
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Signed-off-by: TaffyOfficial <2324465096@qq.com >
Co-authored-by: TaffyOfficial <2324465096@qq.com >
Co-authored-by: Codex <codex@openai.com >
2026-05-17 22:42:59 +08:00
Yuanheng Zhao
a64ebf103b
[Refactor] Migrate and clean up TTS configs: CosyVoice3, OmniVoice, VoxCPM ( #3338 )
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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
+20
eb4e60ee64
[Rebase] Rebase to vllm v0.21.0 ( #3530 )
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Signed-off-by: tzhouam <tzhouam@connect.ust.hk >
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk >
Signed-off-by: NumberWan <wantszkin2003@gmail.com >
Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com >
Signed-off-by: dsinghvi <divyanshsinghvi@gmail.com >
Signed-off-by: Dnoob <dxpouo@gmail.com >
Signed-off-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com >
Signed-off-by: rein yang <ruiruyang2@gmail.com >
Signed-off-by: Nick Cao <ncao@redhat.com >
Signed-off-by: zhumingjue <zhumingjue@huawei.com >
Signed-off-by: Ricardo Noriega De Soto <rnoriega@redhat.com >
Signed-off-by: lyj-jjj <liuyingjun5@huawei.com >
Signed-off-by: gcanlin <canlinguosdu@gmail.com >
Signed-off-by: wangyu <410167048@qq.com >
Signed-off-by: weizhoublue <weizhoublue@github.com >
Signed-off-by: weizhou.lan@daocloud.io <weizhou.lan@daocloud.io >
Signed-off-by: dengyunyang <584797741@qq.com >
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Signed-off-by: David Chen <530634352@qq.com >
Signed-off-by: Jie Liu <33612777+keeper-jie@users.noreply.github.com >
Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
Signed-off-by: natureofnature <wzliu@connect.hku.hk >
Signed-off-by: bjf-frz <frz123db@gmail.com >
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
Signed-off-by: KexiongYu <yukexiong1@huawei.com >
Signed-off-by: Huang, Zeyu <11222265+fhfuih@users.noreply.github.com >
Signed-off-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com >
Co-authored-by: Claude Opus 4.7 <noreply@anthropic.com >
Co-authored-by: NumberWan <wantszkin2003@gmail.com >
Co-authored-by: dsinghvi <divyanshsinghvi@gmail.com >
Co-authored-by: Dnoob <dxpouo@gmail.com >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: knlnguyen1802 <knlnguyen1802@gmail.com >
Co-authored-by: Samit <285365963@qq.com >
Co-authored-by: rein yang <73573651+R2-Y@users.noreply.github.com >
Co-authored-by: Nick Cao <ncao@redhat.com >
Co-authored-by: zhumingjue138 <zhumingjue@huawei.com >
Co-authored-by: Ricardo Noriega <rnoriega@redhat.com >
Co-authored-by: lyj-jjj <liuyingjun5@huawei.com >
Co-authored-by: Cursor <cursoragent@cursor.com >
Co-authored-by: gcanlin <canlinguosdu@gmail.com >
Co-authored-by: wangyu <53896905+yenuo26@users.noreply.github.com >
Co-authored-by: weizhoublue <45163302+weizhoublue@users.noreply.github.com >
Co-authored-by: weizhoublue <weizhoublue@github.com >
Co-authored-by: dengyunyang <584797741@qq.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com >
Co-authored-by: Jie Liu <33612777+keeper-jie@users.noreply.github.com >
Co-authored-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: NATURE <wzliu@connect.hku.hk >
Co-authored-by: bjf-frz <frz123db@gmail.com >
Co-authored-by: amy-why-3459 <wuhaiyan17@huawei.com >
Co-authored-by: Y. Fisher <yukexiong1@huawei.com >
Co-authored-by: Zeyu Huang | 黃澤宇 <11222265+fhfuih@users.noreply.github.com >
Co-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com >
2026-05-16 18:18:43 +08:00
Y. Fisher
779bf3118b
[Bugfix] fix compatibility of _hunyuan_image3_unpack_packed_topk between vllm / vllm ascend ( #3640 )
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Signed-off-by: KexiongYu <yukexiong1@huawei.com >
2026-05-15 17:35:22 +08:00
amy-why-3459
e7ee5de09f
[BugFix] Fix the issue of thinker requests being preempted, causing shape mismatch. ( #3147 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-05-15 17:07:42 +08:00
NATURE and Hongsheng Liu
82a0b3a467
[2/5] [core]refactor communication layer: PR 2 of 5 Qwen3 Omni non async ( #2677 )
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Signed-off-by: natureofnature <wzliu@connect.hku.hk >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-15 14:14:08 +08:00
bjf-frz and Canlin Guo
f7161b07d0
[Bugfix]Allow HunyuanImage3 AR sampler batching ( #3590 )
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Signed-off-by: bjf-frz <frz123db@gmail.com >
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com >
2026-05-14 09:27:59 +00:00
3f63aaf982
[Feature] HunyuanImage-3.0 IT2I: multi-image input + prompt API cleanup ( #3444 )
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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
51b4b1131e
[Bugfix]: Fix online serving failure when using deploy config ( #3537 )
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Signed-off-by: KexiongYu <yukexiong1@huawei.com >
Signed-off-by: Y. Fisher <yukexiong1@huawei.com >
2026-05-14 11:17:15 +08:00
Nick Cao and Claude
dca369d448
[Perf] Remove dead audio_tower and visual from Qwen2.5-Omni talker stage ( #3425 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-05-12 23:24:13 +08:00
d7ea5d5979
[New Model] Add support for tencent/Covo-Audio-Chat ( #2293 )
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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
dsinghvi
e40076e872
[Refactor] msgspec standardisation for data entry key names and improved type checks ( #3149 )
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Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com >
Signed-off-by: dsinghvi <divyanshsinghvi@gmail.com >
2026-05-12 14:30:13 +08:00
Nick Cao and Claude
bd4ede391b
[Perf] Remove dead audio_tower and visual from Qwen3-Omni talker stage ( #3296 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-05-11 16:04:56 +00:00
Y. Fisher
a33e2eb588
[Config] Add HunyuanImage3 deploy configs ( #3172 )
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Signed-off-by: KexiongYu <yukexiong1@huawei.com >
Signed-off-by: Y. Fisher <yukexiong1@huawei.com >
2026-05-11 22:49:19 +08:00
e1088026fa
[Performance] Improve MiMo-Audio tokenizer decoding performance ( #2183 )
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Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com >
Co-authored-by: Jialong Liu <88185941+Galleons2029@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-11 10:05:46 +08:00
Sy03
2c73cf3522
[Perf] Fix Qwen3-TTS latency regression ( #3485 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-05-10 23:07:38 +00:00
baonudesifeizhai and roG0d
c4a0990044
（Phase 1）Add ModelOpt FP8 auto-detect support for diffusion checkpoints #2709 ( #2913 )
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Signed-off-by: roG0d <rodgarcas98@gmail.com >
Signed-off-by: roG0d <baonudesifeizhai@gmail.com >
Signed-off-by: baonudesifeizhai <85092850+baonudesifeizhai@users.noreply.github.com >
Co-authored-by: roG0d <rodgarcas98@gmail.com >
2026-05-09 16:55:05 +08:00
f6e3dece09
[Feature] Add FP8 quantization for Voxtral TTS ( #3036 )
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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
dengyunyang
5b61e7f1f1
[Feature][Hunyuan image 3.0] AR + DIT with kv reuse. ( #3346 )
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Signed-off-by: dengyunyang <584797741@qq.com >
2026-05-08 20:51:46 +08:00
wangyu and Huang, Zeyu
6f2ad7b403
[Test] Unify L2/L3 test layout, Buildkite steps, and test helpers ( #2556 )
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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 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
2026-05-07 23:23:59 +08:00
Peiqi Yin
5d4b16e6e3
[BugFix] Qwen2.5-Omni streaming code2wav input handling ( #3396 )
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Signed-off-by: yinpeiqi <yinpeiqi809@gmail.com >
2026-05-07 11:00:20 +08:00
b25ea13cb0
[BugFix] Fixed a precision issue with one-word answers. ( #3385 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Canlin Guo <961750412@qq.com >
2026-05-07 06:21:00 +08:00
Juan Pablo Zuluaga and Yueqian Lin
19f8f42822
[Feat][Qwen3-Omni] Add CUDA graph support for Code2Wav decoder ( #2376 )
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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
576afb6f53
[Feature] HunyuanImage-3.0 IT2I (image editing) support ( #3107 )
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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
1e5f288a91
[FEAT] support multi-stage deployment ( #2396 )
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Signed-off-by: ZhengWG <zwg0606@gmail.com >
Signed-off-by: Zheng Wengang <zwg0606@gmail.com >
Signed-off-by: Peiqi Yin <60515999+yinpeiqi@users.noreply.github.com >
Signed-off-by: yinpe <11810305@mail.sustech.edu.cn >
Signed-off-by: yinpeiqi <yinpeiqi809@gmail.com >
Co-authored-by: Peiqi Yin <60515999+yinpeiqi@users.noreply.github.com >
Co-authored-by: yinpe <11810305@mail.sustech.edu.cn >
Co-authored-by: yinpeiqi <yinpeiqi809@gmail.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
Co-authored-by: Chenguang Zheng <645327136@qq.com >
2026-05-06 19:33:18 +08:00
Sy03
2b85474c23
[Bugfix] Propagate seed to Qwen3-TTS Fast AR sampler ( #3350 )
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Signed-off-by: Sy03 <1370724210@qq.com >
2026-05-05 14:57:55 -04:00
44cde33eb5
[Bugfix][HunyuanImage3] Fix offline AR garbage output by switching to Instruct chat template ( #3243 )
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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
Nick Cao and Claude
fde38ca54f
[Refactor][Qwen3-TTS] Construct Code2Wav decoder natively ( #2341 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-05-05 15:26:30 +00:00
Juan Pablo Zuluaga and JuanPZuluaga
b64ab05d09
[TTS][SpeakerCacheManager] A global speaker cache manager for Voice Cloning ( #2630 )
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Signed-off-by: JuanPZuluaga <juanz9312@gmal.com >
Co-authored-by: JuanPZuluaga <juanz9312@gmal.com >
2026-05-05 10:53:45 -04:00
Alex Brooks
bb239fa949
[Core] Support Async & Sync AutoRegressive Scheduling ( #3306 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-05-05 12:09:45 +08:00
Canlin Guo
c007d40b14
[NPU] Upgrade to v0.20.0 & align with GPU model runner ( #3325 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
2026-05-04 22:38:43 +08:00
Nick Cao and Claude
5fc0bfe01e
[Cleanup] Use tokens_input() for TTS prompt construction ( #3227 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-05-04 10:17:25 -04:00
bjf-frz
3a26799507
[Bugfix] Fix GLM-Image prior token debug logging ( #3165 )
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Signed-off-by: bjf-frz <frz123db@gmail.com >
2026-05-04 03:54:33 +00:00
Dan250124 and Claude Opus 4.6
21a3035c10
Fixed memory leak and Remove dead code ( #3312 )
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Signed-off-by: Dan250124 <416947747@qq.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
2026-05-03 22:29:47 +08:00
汪志鹏 and Hongsheng Liu
e50a066548
[BugFix]: Fix async scheduer transfer exceed KV cache ( #3318 )
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Signed-off-by: princepride <wangzhipeng628@gmail.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-03 20:02:22 +08:00
Yueqian Lin and Hongsheng Liu
7491b67446
[Bugfix][MOSS-TTS-Nano] Drop fictional voice presets, require ref_audio ( #3192 )
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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 Zhao and Hongsheng Liu
d49356e4ca
[Config Refactor] Migrate Ming and Ming-TTS deploy/pipline configs ( #3154 )
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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
Sy03 and Hongsheng Liu
368afea2f2
[Bugfix][Fish Speech] Flatten Fast AR RoPE positions ( #3299 )
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Signed-off-by: Sy03 <1370724210@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-02 20:39:32 +08:00
04bfbbae61
[BugFix] voxcpm2: eager-init tts_model in __init__ so load_format: dummy works ( #3229 )
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Signed-off-by: leohuang257 <masugchds@gmail.com >
Co-authored-by: Gao Han <hgaoaf@connect.ust.hk >
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com >
2026-05-02 08:13:16 +08:00
lyj-jjj and Hongsheng Liu
6509303a04
glm-image: cache default HF processor to reduce input preprocessing latency ( #3245 )
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Signed-off-by: lyj-jjj <liuyingjun5@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-02 07:51:32 +08:00
SYLAR