anodyine/vllm-omni
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50 Commits
Author SHA1 Message Date
Nick Cao 47ba887b93 [Feat] Support scalar types in AdditionalInformationEntry (#2105) 
Signed-off-by: Nick Cao <ncao@redhat.com>
 2026-03-24 10:29:38 -04:00
Juan Pablo Zuluaga ec6ee1e336 [Bugfix][Chunk Transfer Adapter] deque mutated fix (#2102) 
Signed-off-by: JuanPZuluaga <juanz9312@gmail.com>
 2026-03-23 13:09:04 -04:00
Zhou Taichangandgcanlin a90a7690b8 [Rebase] Rebase to vllm v0.18.0 (#2037) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Co-authored-by: gcanlin <canlinguosdu@gmail.com>
 2026-03-21 20:37:38 +08:00
Junhong Liu 6901ba426e [Fixbug][Perf] Qwen3-omni: code predictor with re-prefill + SDPA and eliminate decode hot-path CPU round-trips (#2012) 
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
 2026-03-20 19:33:52 +08:00
Chen-Yo Sun e9fe78e28c [Model] Add Voxtral TTS model (#1803) 
Signed-off-by: Chen-Yo Sun <chenyo.sun@mistral.ai>
 2026-03-19 16:02:11 -04:00
rein yang 60a8c01a96 [Bugfix] revert PR#1758 which introduced the accuracy problem of qwen3-omni (#2009) 
Signed-off-by: Rein Yang <ruiruyang2@gmail.com>
 2026-03-19 17:34:01 +08:00
Ziming Huang 89fff09628 [Fix] Fix slow hasattr in CUDAGraphWrapper.__getattr__ (#1982) 
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
 2026-03-19 17:10:08 +08:00
Dom Brown 31c8cb22cf [Perf] [Qwen3-TTS] Keep audio_codes and last_talker_hidden on GPU to eliminate per-step sync stalls (#1985) 
Signed-off-by: Dom Brown <3886319+DomBrown@users.noreply.github.com>
 2026-03-19 13:50:26 +08:00
Junhong Liu 2ee4a07adb [Refactor][Perf] Qwen3-omni: code predictor with re-prefill + SDPA and eliminate decode hot-path CPU round-trips (#1758) 
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
 2026-03-11 07:52:21 +08:00
Zhou Taichang汪志鹏Hongsheng LiuCyrus Leung
 		89b527e533 Dev/rebase v0170 (#1639) 
Signed-off-by: Taichang Zhou <tzhouam@connect.ust.hk>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Cyrus Leung <cyrus.tl.leung@gmail.com>
 2026-03-09 17:29:38 +08:00
ShiCheng DengcatcatiwzbiHongsheng LiudsinghviCanlin GuoPeiqi Yin汪志鹏
 		1612948062 add support for MammothModa2 model (#336) 
Signed-off-by: HonestDeng <2958906959@qq.com>
Signed-off-by: iwzbi <iwzbi@zju.edu.cn>
Signed-off-by: iwzbi <wzbi@zju.edu.cn>
Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Signed-off-by: yinpeiqi <yinpeiqi809@gmail.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: catcat <108673086+iwzbi@users.noreply.github.com>
Co-authored-by: iwzbi <iwzbi@zju.edu.cn>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: dsinghvi <divyanshsinghvi@gmail.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
Co-authored-by: Peiqi Yin <60515999+yinpeiqi@users.noreply.github.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-03-04 22:52:56 +08:00
Yueqian Lin a3240fd484 [Bugfix] Fix transformers 5.x compat issues in online TTS serving (#1536) 
Signed-off-by: linyueqian <linyueqian@outlook.com>
 2026-03-04 01:28:32 +08:00
Junhong Liu 742d845b8e Make chunk_size and left_context_size configurable via YAML for async chunking (#1423) 
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
Signed-off-by: Junhong Liu <ljh_lbj@163.com>
 2026-03-03 22:06:52 +08:00
dsinghviandZhou Taichang 68764cc4f4 [Refactor]: Phase1 for rebasing_additional_info (#1394) 
Signed-off-by: dsinghvi <divyanshsinghvi@gmail.com>
Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Co-authored-by: Zhou Taichang <tzhouam@connect.ust.hk>
 2026-03-02 10:19:41 +08:00
+13
Baoyuan Qiwangyuwangyu31577Zhang ShijinHongsheng LiuSihao LiXU MingshiCanlin GuoIsotr0pyJohnJanWeiQing Chendongbo910220Jiangyun ZhuJunhong LiuTJianshijin zhangZhou TaichangrootPrajwal AShijin Zhangdingningning dingCopilot
 		b19c227fb3 [New Model]: XiaomiMiMo/MiMo-Audio-7B-Instruct support (#750) 
Signed-off-by: wangyu31577 <wangyu31577@hundsun.com>
Signed-off-by: 齐保元 <qibaoyuan@xiaomi.com>
Signed-off-by: hsliu <liuhongsheng4@huawei.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: GG-li <3226868735@qq.com>
Signed-off-by: Sihao Li <111170255+GG-li@users.noreply.github.com>
Signed-off-by: XU Mingshi <91017482+mxuax@users.noreply.github.com>
Signed-off-by: mxuax <mxuax@connect.ust.hk>
Signed-off-by: Baoyuan Qi <qibaoyuan@126.com>
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: wuzhongjian <wuzhongjian_yewu@cmss.chinamobile.com>
Signed-off-by: dongbo910220 <1275604947@qq.com>
Signed-off-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Signed-off-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Signed-off-by: Junhong Liu <98734602+LJH-LBJ@users.noreply.github.com>
Signed-off-by: tjtanaa <tunjian.tan@embeddedllm.com>
Signed-off-by: baoyuan qi <qibaoyuan@126.com>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Prajwal A <prajwalanagani@gmail.com>
Signed-off-by: Shijin Zhang <75300765+Dovis01@users.noreply.github.com>
Signed-off-by: 丁宁 <nndding@gmail.com>
Signed-off-by: SHIJIN ZHANG <75300765+Dovis01@users.noreply.github.com>
Signed-off-by: dingning<dingning7@xiaomi.com>
Signed-off-by: dingning <dingning7@xiaomi.com>
Signed-off-by: dingning <dingning@xiaomi.com>
Co-authored-by: wangyu <53896905+yenuo26@users.noreply.github.com>
Co-authored-by: wangyu31577 <wangyu31577@hundsun.com>
Co-authored-by: Zhang Shijin <zhangshijin@xiaomi.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Sihao Li <111170255+GG-li@users.noreply.github.com>
Co-authored-by: XU Mingshi <91017482+mxuax@users.noreply.github.com>
Co-authored-by: Canlin Guo <canlinguosdu@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: JohnJan <wuzhongjian_yewu@cmss.chinamobile.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: dongbo910220 <32610838+dongbo910220@users.noreply.github.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: Junhong Liu <ljh_lbj@163.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
Co-authored-by: shijin zhang <zsj1364226740@gmail.com>
Co-authored-by: Zhou Taichang <tzhouam@connect.ust.hk>
Co-authored-by: root <root@hk01dgx028.cm.cluster>
Co-authored-by: Prajwal A <34590600+LawJarp-A@users.noreply.github.com>
Co-authored-by: Shijin Zhang <75300765+Dovis01@users.noreply.github.com>
Co-authored-by: dingning <dingning7@xiaomi.com>
Co-authored-by: ning ding <nndding@gmail.com>
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
 2026-02-27 11:19:49 +08:00
Jared Wen汪志鹏Hongsheng Liu
 		4146095623 [Perf] GLM Image (#920) 
Signed-off-by: JaredforReal <w13431838023@gmail.com>
Signed-off-by: Jared Wen <w13431838023@gmail.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-02-27 10:29:14 +08:00
amy-why-3459 66c3e04263 [Performance]Qwen3-Omni performance optimization (#1378) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-02-26 21:21:36 +08:00
SHIJIN ZHANG 466a7f7a62 [Bugfix]: Fix merging updated additional information to ensure dict type (#1296) 
Signed-off-by: Shijin Zhang <75300765+Dovis01@users.noreply.github.com>
 2026-02-26 00:06:49 +08:00
Zhou Taichang 296d995ec2 [CI] Remove overwhelming debug log (#1463) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
 2026-02-25 12:06:01 +08:00
Sy03andHongsheng Liu efbe4116ff [Feature] : Support disaggregated inference pipeline for Qwen3_TTS (#1161) 
Signed-off-by: Sy03 <1370724210@qq.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-02-21 07:36:44 +08:00
Zhou Taichang汪志鹏Hongsheng LiuIsotr0pyZJY0516youkaichao
 		75770c9309 [Rebase] Rebase to vllm v0.16.0 (#1357)
ComfyUI Integration -- Publish to Comfy registry / Publish Custom Node to registry (push) Failing after 44s
Details 
Signed-off-by: Taichang Zhou <tzhouam@connect.ust.hk>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: ZJY0516 <zhu.jiangyun@foxmail.com>
Co-authored-by: youkaichao <youkaichao@gmail.com>
 2026-02-13 18:05:07 +08:00
amy-why-3459 5304bc1e16 [Refactor] Refactor async chunk and fix the shape mismatch issue (#1151) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
 2026-02-04 00:00:56 +08:00
Zhou Taichangand汪志鹏 70ef548448 Dev/rebase v0.15.0 (#1159) 
Signed-off-by: Taichang Zhou <tzhouam@connect.ust.hk>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
 2026-02-03 12:24:45 +08:00
Ziming Huangram16gHongsheng Liu
 		f6cfc0d1e3 [BugFix] Fix Qwen3 Omni talker mtp torch.compile startup error (#1104) 
Signed-off-by: ram16g <anlianfengjie@163.com>
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
Co-authored-by: ram16g <anlianfengjie@163.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-01-30 23:25:49 +08:00
Ziming HuangandHongsheng Liu a909d36415 [Perf] Qwen3 Omni talker mtp optimization (#1005) 
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-01-29 21:23:19 +08:00
amy-why-3459Rein YangCHENHongsheng Liu
 		52bf1e2f40 [Feature]Support async computation and communication across stages by chunks (#727) 
Signed-off-by: amy-why-3459 <wuhaiyan17@huawei.com>
Signed-off-by: Rein Yang <ruiruyang2@gmail.com>
Co-authored-by: Rein Yang <ruiruyang2@gmail.com>
Co-authored-by: CHEN <116010019@link.cuhk.edu.cn>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2026-01-26 11:21:24 +08:00
+13
Zhou TaichangJaredforRealrootJustQJXU MingshiSihyeon JangJiangyun ZhucatcatZiming HuangYuhan LiuAliciaSamitYueqian LinWeiQing ChenPeiqi YinDidan DengHongsheng Liuwangyuwangyu31577汪志鹏John Liu BUAAD!NE$Hroot
 		776c3a794e Dev/rebase 0.14.0 (#847) 
Signed-off-by: JaredforReal <w13431838023@gmail.com>
Signed-off-by: root <root@hk01dgx039.cm.cluster>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Taichang Zhou <tzhouam@connect.ust.hk>
Signed-off-by: TangPeng <85704592@qq.com>
Signed-off-by: XU Mingshi <91017482+mxuax@users.noreply.github.com>
Signed-off-by: mxuax <mxuax@connect.ust.hk>
Signed-off-by: Sihyeon Jang <sihyeon.jang@navercorp.com>
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: iwzbi <wzbi@zju.edu.cn>
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
Signed-off-by: Yuhan Liu <30294295+liuyuhanalex@users.noreply.github.com>
Signed-off-by: Alicia <115451386+congw729@users.noreply.github.com>
Signed-off-by: samithuang <285365963@qq.com>
Signed-off-by: linyueqian <linyueqian@outlook.com>
Signed-off-by: David Chen <530634352@qq.com>
Signed-off-by: yinpeiqi <yinpeiqi809@gmail.com>
Signed-off-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
Signed-off-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Signed-off-by: wangyu31577 <wangyu31577@hundsun.com>
Signed-off-by: princepride <wangzhipeng628@gmail.com>
Signed-off-by: John Liu BUAA <liukecheng97@gmail.com>
Signed-off-by: Dinesh G <G.Dinesh@ibm.com>
Signed-off-by: gDINESH13 <dinesh13g@gmail.com>
Signed-off-by: root <root@hk01dgx028.cm.cluster>
Signed-off-by: Zhou Taichang <tzhouam@connect.ust.hk>
Co-authored-by: JaredforReal <w13431838023@gmail.com>
Co-authored-by: root <root@hk01dgx039.cm.cluster>
Co-authored-by: JustQJ <37905360+JustQJ@users.noreply.github.com>
Co-authored-by: XU Mingshi <91017482+mxuax@users.noreply.github.com>
Co-authored-by: Sihyeon Jang <uneedsihyeon@gmail.com>
Co-authored-by: Jiangyun Zhu <riverclouds.zhu@qq.com>
Co-authored-by: catcat <108673086+iwzbi@users.noreply.github.com>
Co-authored-by: Ziming Huang <hzm414167@alibaba-inc.com>
Co-authored-by: Yuhan Liu <30294295+liuyuhanalex@users.noreply.github.com>
Co-authored-by: Alicia <115451386+congw729@users.noreply.github.com>
Co-authored-by: Samit <285365963@qq.com>
Co-authored-by: Yueqian Lin <70319226+linyueqian@users.noreply.github.com>
Co-authored-by: WeiQing Chen <40507679+david6666666@users.noreply.github.com>
Co-authored-by: Peiqi Yin <60515999+yinpeiqi@users.noreply.github.com>
Co-authored-by: Didan Deng <33117903+wtomin@users.noreply.github.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
Co-authored-by: wangyu <53896905+yenuo26@users.noreply.github.com>
Co-authored-by: wangyu31577 <wangyu31577@hundsun.com>
Co-authored-by: 汪志鹏 <wangzhipeng628@gmail.com>
Co-authored-by: John Liu BUAA <liukecheng97@gmail.com>
Co-authored-by: D!NE$H <67671800+gDINESH13@users.noreply.github.com>
Co-authored-by: root <root@hk01dgx028.cm.cluster>
 2026-01-21 00:25:25 +08:00
Ziming Huang b5cf8806f0 [BugFix] Fix incorrect mrope positions under cuda graph (#803) 
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
 2026-01-16 03:24:21 +13:00
Ziming Huang 1444e1fc45 [Feature] Support Qwen3 Omni talker mtp batch inference (#722) 
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
 2026-01-14 19:07:31 +08:00
汪志鹏 0ec2da08de [BugFix] Fix assuming all stage model have talker (#730) 
Signed-off-by: princepride <wangzhipeng628@gmail.com>
 2026-01-11 01:36:37 +13:00
Ziming Huang 978e3ad7d4 [Feature] Support Qwen3 Omni talker cudagraph (#669) 
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
 2026-01-09 11:45:58 +08:00
Ziming HuangandHongsheng Liu 1ae0c64fe0 Support Qwen3 Omni thinker cuda graph (#523) 
Signed-off-by: ZeldaHuang <hzm414167@alibaba-inc.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2025-12-30 23:46:13 +13:00
Zhou Taichang 59ae174bba [Debug] Debug qwen3 mix modality output empty string (#431) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
 2025-12-30 15:32:15 +08:00
dsinghviandHongsheng Liu abde501dfa [Misc] Fix type interface mismatch (#478) 
Signed-off-by: Divyansh Singhvi <divyanshsinghvi@gmail.com>
Co-authored-by: Hongsheng Liu <liuhongsheng4@huawei.com>
 2025-12-26 15:28:49 +08:00
Canlin Guo e1f9691120 [Clean] Remove the redundant decoding payloads logic (#404) 
Signed-off-by: gcanlin <canlinguosdu@gmail.com>
 2025-12-26 04:48:34 +13:00
Peiqi Yin e9e6b3711c [Core] customize process between stages, remove the need of "request_ids" in model forward, rebase to 0.12.0 (#458) 
Signed-off-by: yinpeiqi <yinpeiqi809@gmail.com>
 2025-12-24 13:26:33 +00:00
Zhou TaichangRein YangIsotr0py
 		8939eb835d [Rebase] Rebase to vllm 0.12.0 (#335) 
Signed-off-by: Rein Yang <ruiruyang2@gmail.com>
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Rein Yang <ruiruyang2@gmail.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
 2025-12-19 16:42:02 +08:00
Lancer 01549fb953 [Diffusion] fix warning in diffusion stage (#332) 
Signed-off-by: Lancer <maruixiang6688@gmail.com>
 2025-12-16 09:07:16 +00:00
Cyrus Leung c091a03d82 [Chore] Bump Python version and apply formatting changes for v0.12 release (#126) 
Signed-off-by: DarkLight1337 <tlleungac@connect.ust.hk>
 2025-12-16 15:19:40 +08:00
Zhou Taichang 228f4e5070 [Bug-fix] Fix Bugs in Qwen3/Qwen2.5 Omni Rebased Support (#114) 
Signed-off-by: tzhouam <tzhouam@connect.ust.hk>
 2025-11-30 18:15:10 +08:00
R2-YandRein 0a4e5a8710 [Feature] add support for Qwen3-omni (#55) 
Signed-off-by: Rein Yang <ruiruyang2@gmail.com>
Co-authored-by: Rein <rein@Reins-MacBook-Air.local>
 2025-11-30 04:44:01 +08:00
Gao Han db81ee9f69 [Docs] optimize and supplement docs system (#86) 
Signed-off-by: Gaohan123 <gaohan19@huawei.com>
 2025-11-28 11:03:52 +08:00
Gao Han 598b4ddb51 [Feature] support multimodal inputs with multiple requests (#76) 
Signed-off-by: Gaohan123 <gaohan19@huawei.com>
 2025-11-24 16:02:44 +08:00
Jiangyun Zhu 5707fc78d5 [CI] fix ci and format existing code (#71) 
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
 2025-11-18 20:54:26 +08:00
Gao Han c5a89302f1 [Feature] Support online inference (#64) 
Signed-off-by: Gaohan123 <gaohan19@huawei.com>
 2025-11-17 14:44:10 +08:00
Gaohan123 6e1478222e Dependency refractored to vLLM v0.11.0 
Signed-off-by: Gaohan123 <gaohan19@huawei.com>
 2025-11-04 22:06:41 +08:00
Gaohan123 171f3c1ea7 fix conflicts 2025-10-24 16:49:19 +08:00
tzhouam ee4822327b Remove unnecessary numpy imports and update return type in extract_multimodal_outputs method in OmniGPUModelRunner 
- Eliminated redundant numpy import statements to streamline the code.
- Changed the return type of extract_multimodal_outputs from dict to tuple for better clarity on output structure.
 2025-10-24 11:08:42 +08:00
tzhouam 4609afa613 Refactor sampled_token_ids assignment in OmniGPUModelRunner 
- Simplified the assignment of sampled_token_ids by removing the conditional check for "model_stage".
- Ensured consistent handling of sampled_token_ids for improved clarity and maintainability.
 2025-10-22 17:42:29 +08:00
tzhouam 54977bd590 Add OmniGPUModelRunner and OmniModelInputForGPU classes 
- Introduced OmniGPUModelRunner for enhanced GPU model execution with state management.
- Added OmniModelInputForGPU and its builder to support additional information in model inputs.
- Implemented methods for updating request states and handling multimodal inputs.
- Enhanced input preparation for CUDA graph execution and LoRA integration.
 2025-10-22 15:33:11 +08:00