[{"data":1,"prerenderedAt":500},["ShallowReactive",2],{"content-query-QWGncjSmjc":3},{"_path":4,"_dir":5,"_draft":6,"_partial":6,"_locale":7,"title":8,"description":9,"date":10,"cover":11,"type":12,"body":13,"_type":494,"_id":495,"_source":496,"_file":497,"_stem":498,"_extension":499},"/technology-blogs/zh/3861","zh",false,"","0day同步！昇思MindSpore同步首发Qwen3-VL系列模型","昇思MindSpore在开源当日即实现0day支持","2025-10-15","https://obs-mindspore-file.obs.cn-north-4.myhuaweicloud.com/file/2025/10/17/f4243d4a529044a0ba0417a8a0094d80.png","technology-blogs",{"type":14,"children":15,"toc":491},"root",[16,24,30,35,46,51,60,69,86,91,96,101,109,154,169,180,185,195,200,208,216,224,229,237,245,253,258,266,274,279,287,301,306,311,319,324,332,347,354,359,367,372,379,387,394,399,406,413,420,424,431,438,443,451,463,467,471,479,483],{"type":17,"tag":18,"props":19,"children":21},"element","h1",{"id":20},"_0day同步昇思mindspore同步首发qwen3-vl系列模型",[22],{"type":23,"value":8},"text",{"type":17,"tag":25,"props":26,"children":27},"p",{},[28],{"type":23,"value":29},"10月15日，阿里发布语言大模型Qwen3-VL-4B-Instruct和Qwen3-VL-8B-Instruct，昇思MindSpore在开源当日即实现0day支持。昇思MindSpore通过提供主流生态接口，依托MindSpore One套件，0day完成模型无缝迁移，并上传至开源社区，欢迎广大开发者下载体验！",{"type":17,"tag":25,"props":31,"children":32},{},[33],{"type":23,"value":34},"昇思开源社区MindSpore One代码仓：",{"type":17,"tag":25,"props":36,"children":37},{},[38],{"type":17,"tag":39,"props":40,"children":44},"a",{"href":41,"rel":42},"https://github.com/mindspore-lab/mindone",[43],"nofollow",[45],{"type":23,"value":41},{"type":17,"tag":25,"props":47,"children":48},{},[49],{"type":23,"value":50},"魔乐社区昇思MindSpore推理版详细地址：",{"type":17,"tag":25,"props":52,"children":53},{},[54],{"type":17,"tag":39,"props":55,"children":58},{"href":56,"rel":57},"https://modelers.cn/models/MindSpore-Lab/Qwen3-VL-4B-Instruct",[43],[59],{"type":23,"value":56},{"type":17,"tag":25,"props":61,"children":62},{},[63],{"type":17,"tag":39,"props":64,"children":67},{"href":65,"rel":66},"https://modelers.cn/models/MindSpore-Lab/Qwen3-VL-8B-Instruct",[43],[68],{"type":23,"value":65},{"type":17,"tag":18,"props":70,"children":72},{"id":71},"_01-模型介绍",[73,79,81],{"type":17,"tag":74,"props":75,"children":76},"strong",{},[77],{"type":23,"value":78},"# 01",{"type":23,"value":80}," ",{"type":17,"tag":74,"props":82,"children":83},{},[84],{"type":23,"value":85},"模型介绍",{"type":17,"tag":25,"props":87,"children":88},{},[89],{"type":23,"value":90},"Qwen3-VL — 迄今为止 Qwen 系列中最强大的视觉语言模型。",{"type":17,"tag":25,"props":92,"children":93},{},[94],{"type":23,"value":95},"这一代产品在各个方面都进行了全面升级：更优秀的文本理解和生成、更深的视觉感知和推理能力、扩展的上下文长度、增强的空间和视频动态理解能力，以及更强的代理交互能力。",{"type":17,"tag":25,"props":97,"children":98},{},[99],{"type":23,"value":100},"提供 Dense 和 MoE 架构，可从边缘到云端进行扩展，并提供 Instruct 和增强推理的 Thinking 版本，以实现灵活、按需部署。",{"type":17,"tag":25,"props":102,"children":103},{},[104],{"type":17,"tag":74,"props":105,"children":106},{},[107],{"type":23,"value":108},"主要增强功能：",{"type":17,"tag":110,"props":111,"children":112},"ul",{},[113,119,124,129,134,139,144,149],{"type":17,"tag":114,"props":115,"children":116},"li",{},[117],{"type":23,"value":118},"**视觉代理：**操作 PC/移动 GUI — 识别元素、理解功能、调用工具、完成任务。",{"type":17,"tag":114,"props":120,"children":121},{},[122],{"type":23,"value":123},"**视觉编码增强：**从图像/视频生成 Draw.io/HTML/CSS/JS。",{"type":17,"tag":114,"props":125,"children":126},{},[127],{"type":23,"value":128},"**高级空间感知：**判断物体位置、视角和遮挡；提供更强的 2D 接地并启用 3D 接地，用于空间推理和具身 AI。",{"type":17,"tag":114,"props":130,"children":131},{},[132],{"type":23,"value":133},"**长上下文和视频理解：**原生 256K 上下文，可扩展至 1M；处理书籍和数小时长的视频，具有完整的回忆和秒级索引。",{"type":17,"tag":114,"props":135,"children":136},{},[137],{"type":23,"value":138},"**增强的多模态推理：**在 STEM/数学方面表现出色 — 因果分析和基于逻辑、证据的答案。",{"type":17,"tag":114,"props":140,"children":141},{},[142],{"type":23,"value":143},"**升级的视觉识别：**更广泛、更高品质的预训练能够“识别一切”——名人、动漫、产品、地标、动植物等。",{"type":17,"tag":114,"props":145,"children":146},{},[147],{"type":23,"value":148},"**扩展的 OCR：**支持 32 种语言（从 19 种增加）；在低光、模糊和倾斜情况下表现稳健；更好地处理罕见/古代字符和术语；改进了长文档结构解析。",{"type":17,"tag":114,"props":150,"children":151},{},[152],{"type":23,"value":153},"**与纯 LLM 相当****的文本理解：**无缝的文本-视觉融合，实现无损、统一的理解。",{"type":17,"tag":18,"props":155,"children":157},{"id":156},"_02-qwen3-vl-4b-instruct-mindspore推理指南",[158,163,164],{"type":17,"tag":74,"props":159,"children":160},{},[161],{"type":23,"value":162},"# 02",{"type":23,"value":80},{"type":17,"tag":74,"props":165,"children":166},{},[167],{"type":23,"value":168},"Qwen3-VL-4B-Instruct Mindspore推理指南",{"type":17,"tag":25,"props":170,"children":171},{},[172],{"type":17,"tag":74,"props":173,"children":174},{},[175],{"type":17,"tag":74,"props":176,"children":177},{},[178],{"type":23,"value":179},"1、模型下载",{"type":17,"tag":25,"props":181,"children":182},{},[183],{"type":23,"value":184},"执行以下命令为自定义下载路径 `/mnt/data/Qwen3-VL-4B-Instruct` 添加白名单。",{"type":17,"tag":186,"props":187,"children":189},"pre",{"code":188},"export HUB_WHITE_LIST_PATHS=/mnt/data/Qwen3-VL-4B-Instruct\n",[190],{"type":17,"tag":191,"props":192,"children":193},"code",{"__ignoreMap":7},[194],{"type":23,"value":188},{"type":17,"tag":25,"props":196,"children":197},{},[198],{"type":23,"value":199},"执行以下命令从魔乐社区下载Qwen3-VL-4B-Instruct 权重文件至指定路径 `/mnt/data/Qwen3-VL-4B-Instruct` 。下载的文件包含模型代码、权重、分词模型和示例代码，占用约 9GB 的磁盘空间，请预留足够空间。",{"type":17,"tag":186,"props":201,"children":203},{"code":202},"pip install openmind_hub\n",[204],{"type":17,"tag":191,"props":205,"children":206},{"__ignoreMap":7},[207],{"type":23,"value":202},{"type":17,"tag":186,"props":209,"children":211},{"code":210},"python \n\nfrom openmind_hub import snapshot_download\n \nsnapshot_download(\n   repo_id=\"MindSpore-Lab/Qwen3-VL-4B-Instruct\",\n   local_dir=\"/mnt/data/Qwen3-VL-4B-Instruct\",\n   local_dir_use_symlinks=False\n)\nexit()\n",[212],{"type":17,"tag":191,"props":213,"children":214},{"__ignoreMap":7},[215],{"type":23,"value":210},{"type":17,"tag":25,"props":217,"children":218},{},[219],{"type":17,"tag":74,"props":220,"children":221},{},[222],{"type":23,"value":223},"2、快速开始",{"type":17,"tag":25,"props":225,"children":226},{},[227],{"type":23,"value":228},"Qwen3-VL-4B-Instruct推理需要 1卡 Atlas 800T/800I A2（64G）服务器服务器（基于BF16权重）。昇思MindSpore提供了Qwen3-VL-4B-Instruct推理可用的Docker容器镜像，供开发者快速体验。",{"type":17,"tag":25,"props":230,"children":231},{},[232],{"type":17,"tag":74,"props":233,"children":234},{},[235],{"type":23,"value":236},"2.1 停止其他进程，避免服务器中其他进程影响",{"type":17,"tag":186,"props":238,"children":240},{"code":239},"pkill -9 python\npkill -9 mindie\npkill -9 ray\n",[241],{"type":17,"tag":191,"props":242,"children":243},{"__ignoreMap":7},[244],{"type":23,"value":239},{"type":17,"tag":25,"props":246,"children":247},{},[248],{"type":17,"tag":74,"props":249,"children":250},{},[251],{"type":23,"value":252},"2.2 下载昇思 MindSpore 推理容器镜像",{"type":17,"tag":25,"props":254,"children":255},{},[256],{"type":23,"value":257},"执行以下 Shell 命令，拉取推理容器镜像：",{"type":17,"tag":186,"props":259,"children":261},{"code":260},"docker pull swr.cn-central-221.ovaijisuan.com/mindsporelab/qwen3vl:20250928\n",[262],{"type":17,"tag":191,"props":263,"children":264},{"__ignoreMap":7},[265],{"type":23,"value":260},{"type":17,"tag":25,"props":267,"children":268},{},[269],{"type":17,"tag":74,"props":270,"children":271},{},[272],{"type":23,"value":273},"2.3 启动容器",{"type":17,"tag":25,"props":275,"children":276},{},[277],{"type":23,"value":278},"执行以下命令创建并启动容器（/mnt/data/Qwen3-VL-4B-Instruct用于存放权重路径，若没有/mnt盘则要修改）：",{"type":17,"tag":186,"props":280,"children":282},{"code":281},"docker run -it \\\n--privileged \\\n--name=Qwen3-VL-4B-Instruct \\\n--net=host \\\n--cap-add=SYS_PTRACE \\\n--security-opt seccomp=unconfined \\\n--device=/dev/davinci0 \\\n--device=/dev/davinci1 \\\n--device=/dev/davinci_manager \\\n--device=/dev/hisi_hdc \\\n--device=/dev/devmm_svm \\\n--device=/dev/davinci_manager \\\n-v /usr/local/Ascend/add-ons/:/usr/local/Ascend/add-ons/ \\\n-v /usr/local/Ascend/driver/:/usr/local/Ascend/driver/ \\\n-v /usr/local/sbin:/usr/local/sbin \\\n-v /etc/hccn.conf:/etc/hccn.conf \\\n-v /mnt/data/Qwen3-VL-4B-Instruct/:/mnt/data/Qwen3-VL-4B-Instruct/ \\\nswr.cn-central-221.ovaijisuan.com/mindsporelab/qwen3vl:20250928 \\\n/bin/bash\n",[283],{"type":17,"tag":191,"props":284,"children":285},{"__ignoreMap":7},[286],{"type":23,"value":281},{"type":17,"tag":25,"props":288,"children":289},{},[290,295,296],{"type":17,"tag":74,"props":291,"children":292},{},[293],{"type":23,"value":294},"2.4",{"type":23,"value":80},{"type":17,"tag":74,"props":297,"children":298},{},[299],{"type":23,"value":300},"执行如下命令离线推理",{"type":17,"tag":25,"props":302,"children":303},{},[304],{"type":23,"value":305},"注意：参数image指定本地路径图片。图片可以提前下载到本地，也可以是网上图片链接，确保服务器网络正常。",{"type":17,"tag":25,"props":307,"children":308},{},[309],{"type":23,"value":310},"输出英文描述命令：",{"type":17,"tag":186,"props":312,"children":314},{"code":313},"python /workspace/mindone/examples/transformers/qwen3_vl/generate_qwen3_vl.py --model_name /mnt/data/Qwen3-VL-4B-Instruct --image /mnt/data/1.jpg --prompt \"Describe this image.\"\n",[315],{"type":17,"tag":191,"props":316,"children":317},{"__ignoreMap":7},[318],{"type":23,"value":313},{"type":17,"tag":25,"props":320,"children":321},{},[322],{"type":23,"value":323},"输出中文描述命令：",{"type":17,"tag":186,"props":325,"children":327},{"code":326},"python /workspace/mindone/examples/transformers/qwen3_vl/generate_qwen3_vl.py --model_name /mnt/data/Qwen3-VL-4B-Instruct --image /mnt/data/1.jpg --prompt \"请描述这张图片\"\n",[328],{"type":17,"tag":191,"props":329,"children":330},{"__ignoreMap":7},[331],{"type":23,"value":326},{"type":17,"tag":18,"props":333,"children":335},{"id":334},"_03-qwen3-vl-8b-instruct-mindspore推理指南",[336,341,342],{"type":17,"tag":74,"props":337,"children":338},{},[339],{"type":23,"value":340},"# 03",{"type":23,"value":80},{"type":17,"tag":74,"props":343,"children":344},{},[345],{"type":23,"value":346},"Qwen3-VL-8B-Instruct Mindspore推理指南",{"type":17,"tag":25,"props":348,"children":349},{},[350],{"type":17,"tag":74,"props":351,"children":352},{},[353],{"type":23,"value":179},{"type":17,"tag":25,"props":355,"children":356},{},[357],{"type":23,"value":358},"执行以下命令为自定义下载路径 `/mnt/data/Qwen3-VL-8B-Instruct` 添加白名单。",{"type":17,"tag":186,"props":360,"children":362},{"code":361},"export HUB_WHITE_LIST_PATHS=/mnt/data/Qwen3-VL-8B-Instruct\n",[363],{"type":17,"tag":191,"props":364,"children":365},{"__ignoreMap":7},[366],{"type":23,"value":361},{"type":17,"tag":25,"props":368,"children":369},{},[370],{"type":23,"value":371},"执行以下命令从魔乐社区下载Qwen3-VL-8B-Instruct 权重文件至指定路径 `/mnt/data/Qwen3-VL-8B-Instruct` 。下载的文件包含模型代码、权重、分词模型和示例代码，占用约 18GB 的磁盘空间，请预留足够空间。",{"type":17,"tag":186,"props":373,"children":374},{"code":202},[375],{"type":17,"tag":191,"props":376,"children":377},{"__ignoreMap":7},[378],{"type":23,"value":202},{"type":17,"tag":186,"props":380,"children":382},{"code":381},"python\n \nfrom openmind_hub import snapshot_download\n \nsnapshot_download(   \n   repo_id=\"MindSpore-Lab/Qwen3-VL-8B-Instruct\", \n   local_dir=\"/mnt/data/Qwen3-VL-8B-Instruct\",  \n   local_dir_use_symlinks=False\n)\nexit()\n",[383],{"type":17,"tag":191,"props":384,"children":385},{"__ignoreMap":7},[386],{"type":23,"value":381},{"type":17,"tag":25,"props":388,"children":389},{},[390],{"type":17,"tag":74,"props":391,"children":392},{},[393],{"type":23,"value":223},{"type":17,"tag":25,"props":395,"children":396},{},[397],{"type":23,"value":398},"Qwen3-VL-8B-Instruct推理需要 1卡 Atlas 800T/800I A2（64G）服务器服务器（基于BF16权重）。昇思MindSpore提供了Qwen3-VL-8B-Instruct推理可用的Docker容器镜像，供开发者快速体验。",{"type":17,"tag":25,"props":400,"children":401},{},[402],{"type":17,"tag":74,"props":403,"children":404},{},[405],{"type":23,"value":236},{"type":17,"tag":186,"props":407,"children":408},{"code":239},[409],{"type":17,"tag":191,"props":410,"children":411},{"__ignoreMap":7},[412],{"type":23,"value":239},{"type":17,"tag":25,"props":414,"children":415},{},[416],{"type":17,"tag":74,"props":417,"children":418},{},[419],{"type":23,"value":252},{"type":17,"tag":25,"props":421,"children":422},{},[423],{"type":23,"value":257},{"type":17,"tag":186,"props":425,"children":426},{"code":260},[427],{"type":17,"tag":191,"props":428,"children":429},{"__ignoreMap":7},[430],{"type":23,"value":260},{"type":17,"tag":25,"props":432,"children":433},{},[434],{"type":17,"tag":74,"props":435,"children":436},{},[437],{"type":23,"value":273},{"type":17,"tag":25,"props":439,"children":440},{},[441],{"type":23,"value":442},"执行以下命令创建并启动容器（/mnt/data/Qwen3-VL-8B-Instruct用于存放权重路径，若没有/mnt盘则要修改）：",{"type":17,"tag":186,"props":444,"children":446},{"code":445},"docker run -it \\\n--privileged \\\n--name=Qwen3-VL-8B-Instruct \\\n--net=host \\\n--cap-add=SYS_PTRACE \\\n--security-opt seccomp=unconfined \\\n--device=/dev/davinci0 \\\n--device=/dev/davinci_manager \\\n--device=/dev/hisi_hdc \\\n--device=/dev/devmm_svm \\\n--device=/dev/davinci_manager \\\n-v /usr/local/Ascend/add-ons/:/usr/local/Ascend/add-ons/ \\\n-v /usr/local/Ascend/driver/:/usr/local/Ascend/driver/ \\\n-v /usr/local/sbin:/usr/local/sbin \\\n-v /etc/hccn.conf:/etc/hccn.conf \\\n-v /mnt/data/Qwen3-VL-8B-Instruct/:/mnt/data/Qwen3-VL-8B-Instruct/ \\\nswr.cn-central-221.ovaijisuan.com/mindsporelab/qwen3vl:20250928 \\\n/bin/bash\n",[447],{"type":17,"tag":191,"props":448,"children":449},{"__ignoreMap":7},[450],{"type":23,"value":445},{"type":17,"tag":25,"props":452,"children":453},{},[454,458,459],{"type":17,"tag":74,"props":455,"children":456},{},[457],{"type":23,"value":294},{"type":23,"value":80},{"type":17,"tag":74,"props":460,"children":461},{},[462],{"type":23,"value":300},{"type":17,"tag":25,"props":464,"children":465},{},[466],{"type":23,"value":305},{"type":17,"tag":25,"props":468,"children":469},{},[470],{"type":23,"value":310},{"type":17,"tag":186,"props":472,"children":474},{"code":473},"python /workspace/mindone/examples/transformers/qwen3_vl/generate_qwen3_vl.py --model_name /mnt/data/Qwen3-VL-8B-Instruct --image /mnt/data/1.jpg --prompt \"Describe this image.\"\n",[475],{"type":17,"tag":191,"props":476,"children":477},{"__ignoreMap":7},[478],{"type":23,"value":473},{"type":17,"tag":25,"props":480,"children":481},{},[482],{"type":23,"value":323},{"type":17,"tag":186,"props":484,"children":486},{"code":485},"python /workspace/mindone/examples/transformers/qwen3_vl/generate_qwen3_vl.py --model_name /mnt/data/Qwen3-VL-8B-Instruct --image /mnt/data/1.jpg --prompt \"请描述这张图片\"\n",[487],{"type":17,"tag":191,"props":488,"children":489},{"__ignoreMap":7},[490],{"type":23,"value":485},{"title":7,"searchDepth":492,"depth":492,"links":493},4,[],"markdown","content:technology-blogs:zh:3861.md","content","technology-blogs/zh/3861.md","technology-blogs/zh/3861","md",1776506136323]