SYLAR
f0cec3ecd4
Merge branch 'main' into lance-model-support
2026-05-22 04:13:58 +08:00
Yuanheng Zhao
2bc9cb7f13
[Feat] Support online quantization (fp8/int8) for LTX-2 ( #3700 )
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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
8297570c2b
[AutoRound] Support WAN2.2 W4A16 quantization model ( #3353 )
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Signed-off-by: lvliang-intel <liang1.lv@intel.com >
Signed-off-by: hyh_hh <huyinghong1@huawei.com >
Co-authored-by: hxhhhlalala <hyh_hh@163.com >
Co-authored-by: hyh_hh <huyinghong1@huawei.com >
2026-05-21 17:54:41 +08:00
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
Samit
083b5e363f
[Diffusion] Support LoRA in step-wise execution ( #3639 )
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Signed-off-by: samithuang <285365963@qq.com >
2026-05-20 22:26:18 +08:00
bjf-frz and bjf-frz
5cf4605bf9
[Bugfix]Fix distributed stage0 multimodal cache routing ( #3740 )
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Signed-off-by: bjf-frz <240110042+bjf-frz@users.noreply.github.com >
Co-authored-by: bjf-frz <240110042+bjf-frz@users.noreply.github.com >
2026-05-20 15:31:41 +08:00
wangyu
e1c6bc7597
[Test] add run_nightly_jobs.sh for local nightly pytest parity ( #3670 )
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Signed-off-by: wangyu <410167048@qq.com >
2026-05-20 15:26:59 +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
yangsonglin13
1c530d984d
Yuanrong TransferEngine Connector for NPU ( #3180 )
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Signed-off-by: yangsonglin13 <yangsonglin566@gmail.com >
2026-05-20 14:51:33 +08:00
hxhhhlalala and hyh_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 )
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Signed-off-by: hyh_hh <huyinghong1@huawei.com >
Co-authored-by: hyh_hh <huyinghong1@huawei.com >
2026-05-20 06:21:29 +00:00
Lancer
109bba8cdf
[Bugfix] Treat kv_cache_dtype=auto as unset for ring attention ( #3622 )
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Signed-off-by: Lancer <maruixiang6688@gmail.com >
2026-05-20 05:18:57 +00:00
Yueqian Lin and Hongsheng Liu
f99e8b2d3c
[Bench] Add audio-streaming continuity metric for TTS ( #3618 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-20 05:08:56 +00:00
Nick Cao and Claude
d4e90bbba8
[Bugfix][TTS] Only populate voice_name for uploaded voices without inline ref_audio ( #3523 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-05-20 04:36:59 +00:00
Y. Fisher and zzh
29179599fc
[Feat] Enable VAE parallel in HunyuanImage3 ( #3091 )
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Signed-off-by: KexiongYu <yukexiong1@huawei.com >
Signed-off-by: zzh <943967662@qq.com >
Co-authored-by: zzh <943967662@qq.com >
2026-05-20 09:55:33 +08:00
wangyu and Hongsheng Liu
4e82192fd6
[CI] optional --assert-baseline and update perf JSON baselines ( #3695 )
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Signed-off-by: wangyu <410167048@qq.com >
Signed-off-by: wangyu <53896905+yenuo26@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-20 09:15:53 +08:00
WeiQing Chen
a3d4ed809d
[Quantization][tools] Add diffusion quantization output comparison tool ( #3175 )
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Signed-off-by: david6666666 <530634352@qq.com >
Signed-off-by: David Chen <530634352@qq.com >
2026-05-20 00:14:08 +08:00
dengyunyang
3c58868c9a
[BugFix] fix mult cli timeout with get kv ( #3741 )
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Signed-off-by: dengyunyang <584797741@qq.com >
2026-05-19 14:22:27 +00:00
wangyu
bd83ac9b4b
[CI] invalid_param reliability suite and weekly http_invalid jobs ( #3652 )
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Signed-off-by: wangyu <410167048@qq.com >
2026-05-19 14:28:47 +08:00
chickeyton and herotai214
e277feacaf
[large-scale-serving] Integrate OmniCoordinator into stage engine pipeline ( #3569 )
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Signed-off-by: chickeyton <ngton2014@gmail.com >
Signed-off-by: herotai214 <herotai214@gmail.com >
Co-authored-by: herotai214 <herotai214@gmail.com >
2026-05-19 12:08:20 +08:00
JiaHong
ca9fd0b71c
Reject non-positive Flux2 Klein inference steps ( #3717 )
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Signed-off-by: MmMaiIIi <2360655509@qq.com >
2026-05-19 11:52:41 +08:00
JiaHong and WeiQing Chen
3ac739817f
[Bugfix] Reject empty prompts in Flux2 Klein diffusion pipeline ( #3711 )
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Signed-off-by: MmMaiIIi <2360655509@qq.com >
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com >
2026-05-19 11:30:54 +08:00
bjf-frz and bjfwhite
1fa734419e
[Refactor]Rename diffusion benchmark backend to endpoint ( #3137 )
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Signed-off-by: bjf-frz <frz123db@gmail.com >
Signed-off-by: bjfwhite <baijingfan1@huawei.com >
Co-authored-by: bjfwhite <baijingfan1@huawei.com >
2026-05-19 11:30:33 +08:00
Rustam Khadipash
89f8819525
[Feature] Add support for Pipeline Parallel and integrate it into Wan 2.2 ( #2322 )
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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 )
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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
amy-why-3459
309e5c38c6
[BugFix][CI]Fixing occasional CI failures ( #3623 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-05-18 21:25:37 +08:00
Lancer
dbc589dbca
[Bugfix] fix diffusion quantization benchmarking for Omni outputs ( #3653 )
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Signed-off-by: Lancer <maruixiang6688@gmail.com >
2026-05-18 17:23:40 +08:00
Yueqian Lin
990566aef1
[Bugfix][TTS] Drop meaningless TTFT from speech-endpoint benchmarks ( #3674 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-05-18 17:18:18 +08:00
wuhang and Hongsheng Liu
4ba8e14981
Fix diffusion engine cleanup lifecycle ( #3494 )
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Signed-off-by: wuhang <wuhang6@huawei.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-18 08:54:57 +08:00
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
Reid and SYLAR
768943b879
[Frontend]Handle audio generate engine errors consistently ( #3316 )
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Signed-off-by: reidliu41 <reid201711@gmail.com >
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com >
2026-05-17 14:10:26 +00:00
9c5e35f485
[Config Refactor] Support Recursive Merging for Engine Args ( #3009 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: SYLAR <125541396+lishunyang12@users.noreply.github.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-17 07:33:03 +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
wuhang and Hongsheng Liu
0f4853ff86
[Bugfix] Support diffusion worker dead detect when use inline engine ( #3214 )
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Signed-off-by: wuhang <wuhang6@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-16 20:50:29 +08:00
WeiQing Chen
b5e163cfca
[CI][Accuracy] Add Qwen-Image-2512 Qwen-Image-Edit-2511 pixel accuracy tests ( #3502 )
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Signed-off-by: david6666666 <530634352@qq.com >
2026-05-16 20:08:51 +08:00
dengyunyang and Hongsheng Liu
d647e7e4cf
[Hunyuanimage 3.0] hunyuan accuracy test ( #3655 )
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Signed-off-by: dengyunyang <584797741@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-16 23:35:05 +12:00
33220b1e39
[BugFix] Finish async_chunk requests without pad-token injection ( #3613 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-16 23:34:04 +12:00
+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
Yueqian Lin and Hongsheng Liu
5e1986206f
[CI] Replace c=128 perf cell with c=16; loosen new-cell baselines ( #3637 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-15 23:35:44 +08:00
amy-why-3459
d1c65bdffa
[BugFix] fix ci ( #3650 )
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Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com >
2026-05-15 22:50:03 +08:00
Zeyu Huang | 黃澤宇 and Copilot Autofix powered by AI
d18168ccbb
[bugfix] Fix diffusers backend input bug after #2913 ( #3644 )
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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: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com >
2026-05-15 09:55:09 +00:00
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
bjf-frz
440c718d2a
[Bugfix]Fix multimodal cache routing for AR replicas ( #3605 )
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Signed-off-by: bjf-frz <frz123db@gmail.com >
2026-05-15 16:42:18 +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
dengyunyang and 汪志鹏
94254e015f
[BugFix] fix shm connector ( #3583 )
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Signed-off-by: dengyunyang <584797741@qq.com >
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com >
2026-05-14 20:07:12 +08:00
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
Yueqian Lin
c4f859bf56
[CI] Harden Qwen3-TTS perf nightly: enable Base voice_clone, add c=64/128, 2-GPU split ( #3491 )
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Signed-off-by: Yueqian Lin <linyueqian@outlook.com >
2026-05-14 14:26:59 +08:00
wuhang
0d9d57acd9
[Entrypoint][Refactor] Make field type hint more concrete ( #3139 )
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Signed-off-by: wuhang <wuhang6@huawei.com >
2026-05-14 11:25:55 +08:00
zhumingjue138
e818dba016
[Test] Add stability tests for HunyuanImage-3-Instruct ( #3504 )
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Signed-off-by: zhumingjue <zhumingjue@huawei.com >
2026-05-14 10:47:14 +08:00
vraiti and Claude Opus 4.6
9de9d1f7b5
[Model] Add TP-aware MistralEncoder for FLUX.2-dev TP ( #2465 )
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Signed-off-by: vraiti <vraiti@redhat.com >
Co-authored-by: Claude Opus 4.6 <noreply@anthropic.com >
2026-05-13 12:33:55 -07:00
SYLAR