946a6fddd5
Fix MoT RMSNorm for vLLM 0.21
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Use the vLLM IR RMSNorm op after the legacy layernorm helper was removed, keeping MoT fused paths unchanged while restoring BAGEL compatibility.
Co-authored-by: Yufeng Zhu <yzhu802@gatech.edu >
Co-authored-by: Cursor <cursoragent@cursor.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-05-29 02:34:52 +00:00
Yufeng Zhu
424fa3fcfc
Address review comments (benchmark logs, ids, and design comments)
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Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-05-29 02:34:52 +00:00
Zhengyuan Su and Claude Opus 4.6
e1834ab19b
[Enhancement] Fix SP path for MoT fused kernels, address review feedback
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Rebase MoT fused kernels (PR #1328 ) onto current main and fix issues:
- Rewrite _forward_sp_gen() to use MoT unified API instead of deleted
*_moe_gen layers (qkv_proj_moe_gen, o_proj_moe_gen, q_norm_moe_gen,
k_norm_moe_gen), which caused AttributeError when SP was active
- Parameterize bias in MoT kernel tests (ZJY0516 review feedback)
- Add configs/ directory with README documenting the 3-tier config
loading mechanism (ZJY0516 review feedback)
Signed-off-by: Zhengyuan Su <su.zhengyuan@u.nus.edu >
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-05-29 02:34:52 +00:00
汪志鹏
b52da5455f
Add pytest markers for core model and diffusion tests
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Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-05-29 02:34:52 +00:00
汪志鹏
5958b01ff7
Add pytest markers for core model and diffusion tests
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Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-05-29 02:34:51 +00:00
Yufeng Zhu
f9ba582747
enhancement: add mot fused kernels and benchmarks 01
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Signed-off-by: Yufeng Zhu <yzhu802@gatech.edu >
Signed-off-by: princepride <wangzhipeng628@gmail.com >
2026-05-29 02:34:51 +00:00
mglyn
ee212d12b1
[CI][Bugfix] Add request id to LTX2.3 CFG parallel test ( #3934 )
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Signed-off-by: mglyn <1203789601@qq.com >
2026-05-28 17:26:16 +08:00
Liang Lv
b72ffb82bb
[AutoRound] Support GLM-Image W4A16 quantization model ( #3059 )
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Signed-off-by: lvliang-intel <liang1.lv@intel.com >
2026-05-28 07:19:06 +00:00
JiangJie Zhang
6fa9dbbe42
[Diffusion] Unify diffusion request identity on request_id ( #3744 )
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Signed-off-by: jader <yjader@foxmail.com >
2026-05-28 14:56:56 +08:00
mglyn
2b999429c4
[Feature] Add cfg-parallel for LTX-2.3 ( #3905 )
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Signed-off-by: mglyn <1203789601@qq.com >
2026-05-28 04:36:33 +00:00
Chendi.Xue
1903cee56a
[MXFP8][XPU] enable mxfp8 using vLLM main repo method ( #3782 )
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Signed-off-by: Chendi Xue <chendi.xue@intel.com >
2026-05-28 02:47:22 +00:00
bjf-frz and Hongsheng Liu
c33ef34654
[Bugfix]Fix Hunyuan Image3 denoise flow alignment ( #3857 )
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Signed-off-by: bjf-frz <frz123db@gmail.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-27 19:18:01 +08:00
mglyn
385df0359e
[BugFix] Fix LTX-2.3 audio latent padding for sequence parallelism ( #3854 )
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Signed-off-by: mglyn <1203789601@qq.com >
2026-05-26 08:45:38 +00:00
NumberWan
11a951b962
[BugFix]: CUDA device-side assert failures on single-stage BAGEL i2i requests ( #3680 )
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Signed-off-by: NumberWan <wantszkin2003@gmail.com >
2026-05-26 03:01:10 +00:00
Alex Brooks
cc0e15ba57
[Bugfix] Fix LTX2 CacheDiT Integration ( #3621 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-05-24 21:55:34 +08:00
fywc
d01eaca39a
[Feat] support cache-dit for DreamID-Omni ( #3265 )
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Signed-off-by: hanzheli <hanzheli@kuaishou.com >
Signed-off-by: fywc <hanzheli@kuaishou.com >
2026-05-23 08:09:33 +08:00
Alex Brooks
23e243378f
[Bugfix] Set separate CFG flag in Helios for CacheDiT ( #3756 )
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Signed-off-by: Alex Brooks <albrooks@redhat.com >
2026-05-22 19:56:41 +08:00
Samit
8e937400dc
Fix OmniDiffusionConfig master_port selection for parallel launches ( #3803 )
2026-05-22 11:12:29 +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
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
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
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
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
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
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
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
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
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
+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
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
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
Y. Fisher
4d3eed152a
[Feat][Config] Support additional_config for diffusion worker ( #3020 )
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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 )
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Signed-off-by: zengchuang <zengchuang3@huawei.com >
2026-05-13 22:10:35 +08:00
wangyu
b6f29ee614
[CI][Bugfix] skip fp8 Z-Image quality gate ( #3531 ) and add torchdiffeq dev extra ( #3563 )
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Signed-off-by: wangyu <410167048@qq.com >
2026-05-13 14:25:56 +08:00
knlnguyen1802 and Samit
aa1184d737
[bugfix, rl] Fix race condition bug on async running for diffusion model ( #3379 )
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Signed-off-by: knlnguyen1802 <knlnguyen1802@gmail.com >
Co-authored-by: Samit <285365963@qq.com >
2026-05-12 14:55:30 +08:00
dengyunyang and Hongsheng Liu
0d91fbbbb7
[Bugfix] Align the AR and DiT prompt formatting across both online and offline modes. ( #3516 )
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Signed-off-by: dengyunyang <584797741@qq.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-12 12:13:30 +08:00
Junhong Liu
6be59f7d19
[Fix] Fix RMSNorm inductor KeyError under HSDP + torch.compile ( #3460 )
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Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com >
2026-05-11 22:56:54 +08:00
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
Canlin Guo
5e263b6929
[BugFix] Rename attention_config to diffusion_attention_config ( #3489 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
2026-05-11 11:27:35 +08:00
dengyunyang
857356d5b7
[Feature] hunyuanimage support flash attn ( #2981 )
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Signed-off-by: dengyunyang <584797741@qq.com >
2026-05-10 22:08:24 +08:00
Canlin Guo and Hongsheng Liu
11c4c7f0ff
[Diffusion][Attention] Support per-role attention backend via CLI ( #2681 )
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Signed-off-by: gcanlin <canlinguosdu@gmail.com >
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-10 11:59:05 +08:00
wangyu and Hongsheng Liu
26d481fc84
[CI] Remove VLLM_TEST_CLEAN_GPU_MEMORY to avoid environment variable pollution that causes unnecessary GPU detection, thereby slowing down test case execution. ( #3446 )
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Signed-off-by: wangyu <410167048@qq.com >
Signed-off-by: [Your Name] <your.email@example.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-10 07:00:29 +08:00
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
Nick Cao and Claude
65bc968465
[Refactor] Rename SupportsModuleOffload to SupportsComponentDiscovery ( #3354 )
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Signed-off-by: Nick Cao <ncao@redhat.com >
Co-authored-by: Claude <noreply@anthropic.com >
2026-05-08 14:16:49 +00:00
Ayush Agarwal and Hongsheng Liu
b968373c88
enhancement: extend to dmd2 to image generation + add flux, qwen image pipelines ( #2974 )
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Signed-off-by: ayushag <ayushag@nvidia.com >
Signed-off-by: Ayush Agarwal <ayushag@nvidia.com >
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com >
2026-05-08 21:37:57 +08:00
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