{"id":82955,"date":"2026-07-25T15:08:47","date_gmt":"2026-07-25T07:08:47","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/82955.html"},"modified":"2026-07-25T15:08:47","modified_gmt":"2026-07-25T07:08:47","slug":"qwen3-0-6b-fp8%e9%83%a8%e7%bd%b2%e6%95%99%e7%a8%8b%ef%bc%9aubuntu%e6%9c%8d%e5%8a%a1%e5%99%a8dockernvidia-container-toolkit%e5%85%a8%e6%b5%81%e7%a8%8b","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/82955.html","title":{"rendered":"Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b\uff1aUbuntu\u670d\u52a1\u5668+Docker+NVIDIA Container Toolkit\u5168\u6d41\u7a0b"},"content":{"rendered":"<h2>Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b&#xff1a;Ubuntu\u670d\u52a1\u5668&#043;Docker&#043;NVIDIA Container Toolkit\u5168\u6d41\u7a0b<\/h2>\n<h3>1. \u5f15\u8a00<\/h3>\n<p>\u60f3\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u5feb\u901f\u90e8\u7f72\u4e00\u4e2a\u8f7b\u91cf\u3001\u9ad8\u901f\u7684AI\u5bf9\u8bdd\u52a9\u624b\u5417&#xff1f;\u4eca\u5929\u8981\u4ecb\u7ecd\u7684\u8fd9\u4e2a\u5de5\u5177&#xff0c;\u80fd\u8ba9\u4e00\u4e2a6\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u5728\u4f4e\u663e\u5b58\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c&#xff0c;\u63a8\u7406\u901f\u5ea6\u8fd8\u80fd\u63d0\u534730%\u4ee5\u4e0a\u3002<\/p>\n<p>\u8fd9\u4e2a\u5de5\u5177\u57fa\u4e8eIntel\u4f18\u5316\u7684Qwen3-0.6B-FP8\u91cf\u5316\u6a21\u578b\u5f00\u53d1&#xff0c;\u4e13\u95e8\u4e3a\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\u505a\u4e86\u6df1\u5ea6\u4f18\u5316\u3002\u5b83\u6700\u5927\u7684\u7279\u70b9\u5c31\u662f\u201c\u5c0f\u800c\u5feb\u201d\u2014\u2014\u6a21\u578b\u4f53\u79ef\u53ea\u6709\u51e0GB&#xff0c;\u663e\u5b58\u5360\u7528\u4e0d\u8d85\u8fc72GB&#xff0c;\u8fd9\u610f\u5473\u7740\u4f60\u751a\u81f3\u53ef\u4ee5\u5728\u4e00\u4e9b\u8001\u65e7\u7684GPU\u6216\u8005\u7eafCPU\u73af\u5883\u4e0b\u8fd0\u884c\u5b83\u3002<\/p>\n<p>\u4f46\u8f7b\u91cf\u5316\u5e76\u4e0d\u610f\u5473\u7740\u529f\u80fd\u7b80\u964b\u3002\u8fd9\u4e2a\u5de5\u5177\u63d0\u4f9b\u4e86\u73b0\u4ee3\u5316\u7684\u4ea4\u4e92\u754c\u9762&#xff0c;\u652f\u6301\u9010\u5b57\u6d41\u5f0f\u8f93\u51fa&#xff0c;\u8fd8\u80fd\u628a\u6a21\u578b\u7684\u201c\u601d\u8003\u8fc7\u7a0b\u201d\u6298\u53e0\u8d77\u6765\u5c55\u793a&#xff0c;\u8ba9\u4f60\u65e2\u80fd\u4e86\u89e3AI\u7684\u63a8\u7406\u903b\u8f91&#xff0c;\u53c8\u4e0d\u4f1a\u88ab\u5197\u957f\u7684\u4e2d\u95f4\u6b65\u9aa4\u5e72\u6270\u9605\u8bfb\u3002\u6240\u6709\u64cd\u4f5c\u90fd\u5728\u672c\u5730\u5b8c\u6210&#xff0c;\u4e0d\u9700\u8981\u8054\u7f51&#xff0c;\u65e2\u5b89\u5168\u53c8\u7a33\u5b9a\u3002<\/p>\n<p>\u63a5\u4e0b\u6765&#xff0c;\u6211\u4f1a\u624b\u628a\u624b\u5e26\u4f60\u5b8c\u6210\u4ece\u73af\u5883\u51c6\u5907\u5230\u6700\u7ec8\u90e8\u7f72\u7684\u5168\u8fc7\u7a0b\u3002\u65e0\u8bba\u4f60\u662fAI\u65b0\u624b\u8fd8\u662f\u6709\u7ecf\u9a8c\u7684\u5f00\u53d1\u8005&#xff0c;\u90fd\u80fd\u572830\u5206\u949f\u5185\u8ba9\u8fd9\u4e2a\u5de5\u5177\u5728\u4f60\u7684Ubuntu\u670d\u52a1\u5668\u4e0a\u8dd1\u8d77\u6765\u3002<\/p>\n<h3>2. \u73af\u5883\u51c6\u5907\u4e0e\u524d\u7f6e\u68c0\u67e5<\/h3>\n<p>\u5728\u5f00\u59cb\u90e8\u7f72\u4e4b\u524d&#xff0c;\u6211\u4eec\u9700\u8981\u786e\u4fdd\u670d\u52a1\u5668\u73af\u5883\u6ee1\u8db3\u57fa\u672c\u8981\u6c42\u3002\u8fd9\u4e00\u6b65\u5f88\u91cd\u8981&#xff0c;\u80fd\u907f\u514d\u540e\u7eed\u51fa\u73b0\u5404\u79cd\u5947\u602a\u7684\u95ee\u9898\u3002<\/p>\n<h4>2.1 \u7cfb\u7edf\u8981\u6c42<\/h4>\n<p>\u9996\u5148\u786e\u8ba4\u4f60\u7684\u670d\u52a1\u5668\u914d\u7f6e&#xff1a;<\/p>\n<ul>\n<li>\u64cd\u4f5c\u7cfb\u7edf&#xff1a;Ubuntu 20.04\u621622.04 LTS\u7248\u672c&#xff08;\u5176\u4ed6Linux\u53d1\u884c\u7248\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u9002\u914d&#xff09;<\/li>\n<li>\u786c\u4ef6\u8981\u6c42&#xff1a;\n<ul>\n<li>\u6700\u4f4e\u914d\u7f6e&#xff1a;4\u6838CPU&#xff0c;8GB\u5185\u5b58&#xff0c;20GB\u53ef\u7528\u78c1\u76d8\u7a7a\u95f4<\/li>\n<li>\u63a8\u8350\u914d\u7f6e&#xff1a;8\u6838CPU&#xff0c;16GB\u5185\u5b58&#xff0c;50GB\u53ef\u7528\u78c1\u76d8\u7a7a\u95f4<\/li>\n<\/ul>\n<\/li>\n<li>GPU\u652f\u6301&#xff08;\u53ef\u9009\u4f46\u63a8\u8350&#xff09;&#xff1a;\n<ul>\n<li>NVIDIA GPU&#xff08;\u663e\u5b58\u22652GB&#xff09;<\/li>\n<li>\u652f\u6301CUDA 11.0\u53ca\u4ee5\u4e0a\u7248\u672c<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u6ca1\u6709GPU&#xff0c;\u5de5\u5177\u4e5f\u53ef\u4ee5\u5728\u7eafCPU\u6a21\u5f0f\u4e0b\u8fd0\u884c&#xff0c;\u53ea\u662f\u63a8\u7406\u901f\u5ea6\u4f1a\u6162\u4e00\u4e9b\u3002<\/p>\n<h4>2.2 \u57fa\u7840\u73af\u5883\u68c0\u67e5<\/h4>\n<p>\u6253\u5f00\u7ec8\u7aef&#xff0c;\u9010\u4e00\u68c0\u67e5\u4ee5\u4e0b\u7ec4\u4ef6\u662f\u5426\u5df2\u5b89\u88c5&#xff1a;<\/p>\n<p># \u68c0\u67e5Python\u7248\u672c&#xff08;\u9700\u89813.8\u6216\u4ee5\u4e0a&#xff09;<br \/>\npython3 &#8211;version<\/p>\n<p># \u68c0\u67e5Docker\u662f\u5426\u5b89\u88c5<br \/>\ndocker &#8211;version<\/p>\n<p># \u68c0\u67e5NVIDIA\u9a71\u52a8&#xff08;\u5982\u679c\u6709GPU&#xff09;<br \/>\nnvidia-smi<\/p>\n<p>\u5982\u679c\u770b\u5230\u7c7b\u4f3c\u201ccommand not found\u201d\u7684\u63d0\u793a&#xff0c;\u8bf4\u660e\u5bf9\u5e94\u7684\u7ec4\u4ef6\u9700\u8981\u5b89\u88c5\u3002\u522b\u62c5\u5fc3&#xff0c;\u6211\u4eec\u4f1a\u5728\u4e0b\u4e00\u8282\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\u3002<\/p>\n<h4>2.3 \u7f51\u7edc\u4e0e\u5b58\u50a8\u51c6\u5907<\/h4>\n<p>\u786e\u4fdd\u670d\u52a1\u5668\u80fd\u591f\u6b63\u5e38\u8bbf\u95ee\u4e92\u8054\u7f51&#xff0c;\u56e0\u4e3a\u6211\u4eec\u9700\u8981\u4eceDocker Hub\u62c9\u53d6\u955c\u50cf\u3002\u540c\u65f6\u68c0\u67e5\u78c1\u76d8\u7a7a\u95f4&#xff1a;<\/p>\n<p># \u67e5\u770b\u78c1\u76d8\u4f7f\u7528\u60c5\u51b5<br \/>\ndf -h<\/p>\n<p># \u5efa\u8bae\u81f3\u5c11\u670910GB\u53ef\u7528\u7a7a\u95f4\u7528\u4e8eDocker\u955c\u50cf\u548c\u6a21\u578b\u6587\u4ef6<\/p>\n<p>\u5982\u679c\u7a7a\u95f4\u4e0d\u8db3&#xff0c;\u53ef\u4ee5\u8003\u8651\u6e05\u7406\u4e00\u4e9b\u4e34\u65f6\u6587\u4ef6&#xff0c;\u6216\u8005\u6302\u8f7d\u989d\u5916\u7684\u5b58\u50a8\u7a7a\u95f4\u3002<\/p>\n<h3>3. \u6838\u5fc3\u7ec4\u4ef6\u5b89\u88c5\u4e0e\u914d\u7f6e<\/h3>\n<p>\u73b0\u5728\u6211\u4eec\u6765\u5b89\u88c5\u90e8\u7f72\u6240\u9700\u7684\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6&#xff1a;Docker\u3001NVIDIA Container Toolkit\u548c\u5fc5\u8981\u7684Python\u73af\u5883\u3002<\/p>\n<h4>3.1 Docker\u5b89\u88c5\u4e0e\u914d\u7f6e<\/h4>\n<p>Docker\u662f\u6211\u4eec\u90e8\u7f72\u5de5\u5177\u7684\u57fa\u7840\u5bb9\u5668\u73af\u5883\u3002\u5982\u679c\u4f60\u7684\u7cfb\u7edf\u8fd8\u6ca1\u6709\u5b89\u88c5Docker&#xff0c;\u53ef\u4ee5\u6309\u7167\u4ee5\u4e0b\u6b65\u9aa4\u5b89\u88c5&#xff1a;<\/p>\n<p># 1. \u66f4\u65b0\u8f6f\u4ef6\u5305\u7d22\u5f15<br \/>\nsudo apt-get update<\/p>\n<p># 2. \u5b89\u88c5\u5fc5\u8981\u7684\u4f9d\u8d56\u5305<br \/>\nsudo apt-get install -y \\\\<br \/>\n    ca-certificates \\\\<br \/>\n    curl \\\\<br \/>\n    gnupg \\\\<br \/>\n    lsb-release<\/p>\n<p># 3. \u6dfb\u52a0Docker\u5b98\u65b9GPG\u5bc6\u94a5<br \/>\nsudo mkdir -p \/etc\/apt\/keyrings<br \/>\ncurl -fsSL https:\/\/download.docker.com\/linux\/ubuntu\/gpg | sudo gpg &#8211;dearmor -o \/etc\/apt\/keyrings\/docker.gpg<\/p>\n<p># 4. \u8bbe\u7f6eDocker\u4ed3\u5e93<br \/>\necho \\\\<br \/>\n  &#034;deb [arch&#061;$(dpkg &#8211;print-architecture) signed-by&#061;\/etc\/apt\/keyrings\/docker.gpg] https:\/\/download.docker.com\/linux\/ubuntu \\\\<br \/>\n  $(lsb_release -cs) stable&#034; | sudo tee \/etc\/apt\/sources.list.d\/docker.list &gt; \/dev\/null<\/p>\n<p># 5. \u5b89\u88c5Docker\u5f15\u64ce<br \/>\nsudo apt-get update<br \/>\nsudo apt-get install -y docker-ce docker-ce-cli containerd.io docker-compose-plugin<\/p>\n<p># 6. \u9a8c\u8bc1\u5b89\u88c5<br \/>\nsudo docker run hello-world<\/p>\n<p>\u5982\u679c\u770b\u5230\u201cHello from Docker!\u201d\u7684\u63d0\u793a&#xff0c;\u8bf4\u660eDocker\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<p>\u4e3a\u4e86\u8ba9\u540e\u7eed\u64cd\u4f5c\u66f4\u65b9\u4fbf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u5c06\u5f53\u524d\u7528\u6237\u6dfb\u52a0\u5230docker\u7ec4&#xff1a;<\/p>\n<p># \u6dfb\u52a0\u7528\u6237\u5230docker\u7ec4<br \/>\nsudo usermod -aG docker $USER<\/p>\n<p># \u91cd\u65b0\u767b\u5f55\u4f7f\u66f4\u6539\u751f\u6548&#xff08;\u6216\u6267\u884c\u4ee5\u4e0b\u547d\u4ee4&#xff09;<br \/>\nnewgrp docker<\/p>\n<h4>3.2 NVIDIA Container Toolkit\u5b89\u88c5<\/h4>\n<p>\u5982\u679c\u4f60\u6709NVIDIA GPU&#xff0c;\u8fd9\u4e2a\u5de5\u5177\u5305\u80fd\u8ba9Docker\u5bb9\u5668\u76f4\u63a5\u4f7f\u7528GPU\u8d44\u6e90\u3002\u5b89\u88c5\u6b65\u9aa4\u5982\u4e0b&#xff1a;<\/p>\n<p># 1. \u914d\u7f6e\u4ed3\u5e93\u548cGPG\u5bc6\u94a5<br \/>\ndistribution&#061;$(. \/etc\/os-release;echo $ID$VERSION_ID)<br \/>\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/gpgkey | sudo apt-key add &#8211;<br \/>\ncurl -s -L https:\/\/nvidia.github.io\/nvidia-docker\/$distribution\/nvidia-docker.list | sudo tee \/etc\/apt\/sources.list.d\/nvidia-docker.list<\/p>\n<p># 2. \u5b89\u88c5nvidia-container-toolkit<br \/>\nsudo apt-get update<br \/>\nsudo apt-get install -y nvidia-container-toolkit<\/p>\n<p># 3. \u91cd\u542fDocker\u670d\u52a1<br \/>\nsudo systemctl restart docker<\/p>\n<p># 4. \u9a8c\u8bc1\u5b89\u88c5<br \/>\nsudo docker run &#8211;rm &#8211;gpus all nvidia\/cuda:11.0-base nvidia-smi<\/p>\n<p>\u5982\u679c\u80fd\u770b\u5230GPU\u4fe1\u606f\u8f93\u51fa&#xff0c;\u8bf4\u660eNVIDIA Container Toolkit\u5b89\u88c5\u6210\u529f\u3002<\/p>\n<h4>3.3 Python\u73af\u5883\u51c6\u5907&#xff08;\u53ef\u9009&#xff09;<\/h4>\n<p>\u867d\u7136\u6211\u4eec\u7684\u5de5\u5177\u8fd0\u884c\u5728Docker\u5bb9\u5668\u5185&#xff0c;\u4f46\u6709\u4e9b\u7ba1\u7406\u811a\u672c\u53ef\u80fd\u9700\u8981Python\u73af\u5883\u3002\u5efa\u8bae\u5b89\u88c5Python 3.8\u6216\u66f4\u9ad8\u7248\u672c&#xff1a;<\/p>\n<p># \u68c0\u67e5Python\u7248\u672c&#xff0c;\u5982\u679c\u4f4e\u4e8e3.8\u5219\u5347\u7ea7<br \/>\nsudo apt-get install -y python3 python3-pip<\/p>\n<p># \u5b89\u88c5\u5e38\u7528\u7684Python\u5305<br \/>\npip3 install &#8211;upgrade pip<br \/>\npip3 install requests<\/p>\n<h3>4. \u5de5\u5177\u90e8\u7f72\u4e0e\u542f\u52a8<\/h3>\n<p>\u73af\u5883\u51c6\u5907\u5c31\u7eea\u540e&#xff0c;\u73b0\u5728\u5f00\u59cb\u90e8\u7f72\u6211\u4eec\u7684Qwen3-0.6B-FP8\u5bf9\u8bdd\u5de5\u5177\u3002<\/p>\n<h4>4.1 \u62c9\u53d6Docker\u955c\u50cf<\/h4>\n<p>\u8fd9\u4e2a\u5de5\u5177\u5df2\u7ecf\u6253\u5305\u6210Docker\u955c\u50cf&#xff0c;\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u4ece\u955c\u50cf\u4ed3\u5e93\u62c9\u53d6&#xff1a;<\/p>\n<p># \u62c9\u53d6\u6700\u65b0\u7248\u672c\u7684\u955c\u50cf<br \/>\ndocker pull your-registry\/qwen3-0.6b-fp8-chat:latest<\/p>\n<p>\u6ce8\u610f&#xff1a;\u4e0a\u9762\u7684your-registry\u9700\u8981\u66ff\u6362\u4e3a\u5b9e\u9645\u7684\u955c\u50cf\u4ed3\u5e93\u5730\u5740\u3002\u5982\u679c\u4f60\u662f\u4ece\u79c1\u6709\u4ed3\u5e93\u62c9\u53d6&#xff0c;\u53ef\u80fd\u9700\u8981\u5148\u767b\u5f55&#xff1a;<\/p>\n<p># \u767b\u5f55\u5230\u79c1\u6709\u4ed3\u5e93&#xff08;\u5982\u679c\u9700\u8981&#xff09;<br \/>\ndocker login your-registry.com<\/p>\n<p>\u5982\u679c\u955c\u50cf\u8f83\u5927&#xff0c;\u4e0b\u8f7d\u53ef\u80fd\u9700\u8981\u4e00\u4e9b\u65f6\u95f4&#xff0c;\u8fd9\u53d6\u51b3\u4e8e\u4f60\u7684\u7f51\u7edc\u901f\u5ea6\u3002<\/p>\n<h4>4.2 \u521b\u5efa\u90e8\u7f72\u76ee\u5f55<\/h4>\n<p>\u4e3a\u4e86\u6301\u4e45\u5316\u6570\u636e\u548c\u914d\u7f6e\u6587\u4ef6&#xff0c;\u6211\u4eec\u521b\u5efa\u4e00\u4e2a\u4e13\u95e8\u7684\u76ee\u5f55&#xff1a;<\/p>\n<p># \u521b\u5efa\u9879\u76ee\u76ee\u5f55<br \/>\nmkdir -p ~\/qwen3-deployment<br \/>\ncd ~\/qwen3-deployment<\/p>\n<p># \u521b\u5efa\u5fc5\u8981\u7684\u5b50\u76ee\u5f55<br \/>\nmkdir -p models config logs<\/p>\n<h4>4.3 \u8fd0\u884cDocker\u5bb9\u5668<\/h4>\n<p>\u73b0\u5728\u542f\u52a8\u5bb9\u5668\u3002\u6839\u636e\u4f60\u7684\u786c\u4ef6\u914d\u7f6e&#xff0c;\u9009\u62e9\u5bf9\u5e94\u7684\u542f\u52a8\u547d\u4ee4&#xff1a;<\/p>\n<p>\u5982\u679c\u4f60\u6709NVIDIA GPU&#xff1a;<\/p>\n<p>docker run -d \\\\<br \/>\n  &#8211;name qwen3-chat \\\\<br \/>\n  &#8211;gpus all \\\\<br \/>\n  -p 8501:8501 \\\\<br \/>\n  -v $(pwd)\/models:\/app\/models \\\\<br \/>\n  -v $(pwd)\/config:\/app\/config \\\\<br \/>\n  -v $(pwd)\/logs:\/app\/logs \\\\<br \/>\n  your-registry\/qwen3-0.6b-fp8-chat:latest<\/p>\n<p>\u5982\u679c\u4f60\u53ea\u6709CPU&#xff1a;<\/p>\n<p>docker run -d \\\\<br \/>\n  &#8211;name qwen3-chat \\\\<br \/>\n  -p 8501:8501 \\\\<br \/>\n  -v $(pwd)\/models:\/app\/models \\\\<br \/>\n  -v $(pwd)\/config:\/app\/config \\\\<br \/>\n  -v $(pwd)\/logs:\/app\/logs \\\\<br \/>\n  your-registry\/qwen3-0.6b-fp8-chat:latest<\/p>\n<p>\u53c2\u6570\u8bf4\u660e&#xff1a;<\/p>\n<ul>\n<li>-d&#xff1a;\u540e\u53f0\u8fd0\u884c\u5bb9\u5668<\/li>\n<li>&#8211;name&#xff1a;\u7ed9\u5bb9\u5668\u8d77\u4e2a\u540d\u5b57&#xff0c;\u65b9\u4fbf\u7ba1\u7406<\/li>\n<li>&#8211;gpus all&#xff1a;\u8ba9\u5bb9\u5668\u4f7f\u7528\u6240\u6709\u53ef\u7528\u7684GPU&#xff08;\u4ec5GPU\u7248\u672c\u9700\u8981&#xff09;<\/li>\n<li>-p 8501:8501&#xff1a;\u5c06\u5bb9\u5668\u76848501\u7aef\u53e3\u6620\u5c04\u5230\u4e3b\u673a\u76848501\u7aef\u53e3<\/li>\n<li>-v&#xff1a;\u6302\u8f7d\u672c\u5730\u76ee\u5f55\u5230\u5bb9\u5668\u5185&#xff0c;\u7528\u4e8e\u6301\u4e45\u5316\u6570\u636e<\/li>\n<\/ul>\n<h4>4.4 \u9a8c\u8bc1\u670d\u52a1\u72b6\u6001<\/h4>\n<p>\u5bb9\u5668\u542f\u52a8\u540e&#xff0c;\u68c0\u67e5\u8fd0\u884c\u72b6\u6001&#xff1a;<\/p>\n<p># \u67e5\u770b\u5bb9\u5668\u662f\u5426\u6b63\u5e38\u8fd0\u884c<br \/>\ndocker ps<\/p>\n<p># \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7&#xff08;\u89c2\u5bdf\u542f\u52a8\u8fc7\u7a0b&#xff09;<br \/>\ndocker logs -f qwen3-chat<\/p>\n<p>\u5728\u65e5\u5fd7\u4e2d&#xff0c;\u4f60\u5e94\u8be5\u80fd\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u4fe1\u606f&#xff1a;<\/p>\n<ul>\n<li>\u6a21\u578b\u52a0\u8f7d\u8fdb\u5ea6<\/li>\n<li>Streamlit\u670d\u52a1\u542f\u52a8\u4fe1\u606f<\/li>\n<li>\u8bbf\u95ee\u5730\u5740\u63d0\u793a<\/li>\n<\/ul>\n<p>\u5982\u679c\u4e00\u5207\u6b63\u5e38&#xff0c;\u4f60\u4f1a\u770b\u5230\u7c7b\u4f3c\u8fd9\u6837\u7684\u8f93\u51fa&#xff1a;<\/p>\n<p>You can now view your Streamlit app in your browser.<br \/>\n  Local URL: http:\/\/localhost:8501<br \/>\n  Network URL: http:\/\/192.168.1.100:8501<\/p>\n<h3>5. \u5feb\u901f\u4e0a\u624b\u4e0e\u529f\u80fd\u4f53\u9a8c<\/h3>\n<p>\u670d\u52a1\u542f\u52a8\u6210\u529f\u540e&#xff0c;\u6253\u5f00\u6d4f\u89c8\u5668\u8bbf\u95ee http:\/\/\u4f60\u7684\u670d\u52a1\u5668IP:8501&#xff0c;\u5c31\u80fd\u770b\u5230\u5de5\u5177\u7684\u754c\u9762\u4e86\u3002<\/p>\n<h4>5.1 \u754c\u9762\u6982\u89c8<\/h4>\n<p>\u7b2c\u4e00\u6b21\u6253\u5f00\u754c\u9762&#xff0c;\u4f60\u4f1a\u770b\u5230\u4e00\u4e2a\u7b80\u6d01\u7684\u804a\u5929\u7a97\u53e3&#xff1a;<\/p>\n<ul>\n<li>\u5de6\u4fa7\u8fb9\u680f&#xff1a;\u53c2\u6570\u8c03\u8282\u533a\u57df<\/li>\n<li>\u4e2d\u95f4\u4e3b\u533a\u57df&#xff1a;\u804a\u5929\u5bf9\u8bdd\u533a\u57df<\/li>\n<li>\u5e95\u90e8&#xff1a;\u6d88\u606f\u8f93\u5165\u6846<\/li>\n<\/ul>\n<p>\u754c\u9762\u91c7\u7528\u4e86\u73b0\u4ee3\u5316\u7684\u8bbe\u8ba1&#xff0c;\u804a\u5929\u6846\u6709\u5706\u89d2\u6548\u679c&#xff0c;\u9f20\u6807\u60ac\u505c\u65f6\u6709\u9634\u5f71&#xff0c;\u6574\u4f53\u89c6\u89c9\u4f53\u9a8c\u5f88\u8212\u9002\u3002<\/p>\n<h4>5.2 \u57fa\u672c\u5bf9\u8bdd\u64cd\u4f5c<\/h4>\n<p>\u8ba9\u6211\u4eec\u5148\u8bd5\u8bd5\u6700\u57fa\u672c\u7684\u5bf9\u8bdd\u529f\u80fd&#xff1a;<\/p>\n<li>\u53d1\u9001\u7b2c\u4e00\u6761\u6d88\u606f&#xff1a;\u5728\u5e95\u90e8\u7684\u8f93\u5165\u6846\u4e2d\u8f93\u5165\u201c\u4f60\u597d&#xff0c;\u4ecb\u7ecd\u4e00\u4e0b\u4f60\u81ea\u5df1\u201d&#xff0c;\u7136\u540e\u6309\u56de\u8f66\u6216\u70b9\u51fb\u53d1\u9001\u6309\u94ae<\/li>\n<li>\u89c2\u5bdf\u6d41\u5f0f\u8f93\u51fa&#xff1a;\u4f60\u4f1a\u770b\u5230\u56de\u590d\u9010\u5b57\u663e\u793a\u51fa\u6765&#xff0c;\u5c31\u50cf\u6709\u4eba\u5728\u5b9e\u65f6\u6253\u5b57\u4e00\u6837<\/li>\n<li>\u67e5\u770b\u601d\u8003\u8fc7\u7a0b&#xff1a;\u5982\u679c\u56de\u590d\u4e2d\u5305\u542b\u601d\u8003\u8fc7\u7a0b&#xff0c;\u5b83\u4f1a\u81ea\u52a8\u6298\u53e0\u8d77\u6765&#xff0c;\u70b9\u51fb\u53ef\u4ee5\u5c55\u5f00\u67e5\u770b<\/li>\n<p>\u8bd5\u8bd5\u4e0d\u540c\u7684\u95ee\u9898&#xff1a;<\/p>\n<ul>\n<li>\u201c\u4eca\u5929\u7684\u5929\u6c14\u600e\u4e48\u6837&#xff1f;\u201d&#xff08;\u5b83\u4f1a\u544a\u8bc9\u4f60\u8fd9\u662f\u9700\u8981\u5b9e\u65f6\u6570\u636e\u7684\u95ee\u9898&#xff09;<\/li>\n<li>\u201c\u7528Python\u5199\u4e00\u4e2a\u5feb\u901f\u6392\u5e8f\u7b97\u6cd5\u201d<\/li>\n<li>\u201c\u89e3\u91ca\u4e00\u4e0b\u91cf\u5b50\u8ba1\u7b97\u7684\u57fa\u672c\u539f\u7406\u201d<\/li>\n<\/ul>\n<h4>5.3 \u53c2\u6570\u8c03\u8282\u4f53\u9a8c<\/h4>\n<p>\u73b0\u5728\u8bd5\u8bd5\u8c03\u8282\u53c2\u6570&#xff0c;\u770b\u770b\u5bf9\u56de\u590d\u6709\u4ec0\u4e48\u5f71\u54cd&#xff1a;<\/p>\n<p>\u8c03\u8282\u6700\u5927\u957f\u5ea6&#xff1a;<\/p>\n<li>\u5728\u5de6\u4fa7\u8fb9\u680f\u627e\u5230\u201c\u6700\u5927\u957f\u5ea6\u201d\u6ed1\u5757<\/li>\n<li>\u9ed8\u8ba4\u662f1024&#xff0c;\u8bd5\u7740\u8c03\u5230512<\/li>\n<li>\u95ee\u4e00\u4e2a\u9700\u8981\u957f\u56de\u590d\u7684\u95ee\u9898&#xff0c;\u6bd4\u5982\u201c\u8be6\u7ec6\u8bf4\u660e\u673a\u5668\u5b66\u4e60\u7684\u4e3b\u8981\u6b65\u9aa4\u201d<\/li>\n<li>\u89c2\u5bdf\u56de\u590d\u662f\u5426\u53d8\u77ed\u4e86<\/li>\n<p>\u8c03\u8282\u601d\u7ef4\u53d1\u6563\u5ea6&#xff1a;<\/p>\n<li>\u627e\u5230\u201c\u601d\u7ef4\u53d1\u6563\u5ea6\u201d\u6ed1\u5757&#xff08;Temperature&#xff09;<\/li>\n<li>\u9ed8\u8ba4\u662f0.6&#xff0c;\u8bd5\u7740\u8c03\u52300.2<\/li>\n<li>\u95ee\u540c\u4e00\u4e2a\u95ee\u9898\u591a\u6b21&#xff0c;\u6bd4\u5982\u201c\u5199\u4e00\u53e5\u5173\u4e8e\u6625\u5929\u7684\u8bd7\u201d<\/li>\n<li>\u4f60\u4f1a\u53d1\u73b0\u56de\u590d\u53d8\u5f97\u66f4\u52a0\u786e\u5b9a\u548c\u4e00\u81f4<\/li>\n<li>\u518d\u628a\u503c\u8c03\u52301.2&#xff0c;\u540c\u6837\u7684\u63d0\u95ee\u4f1a\u5f97\u5230\u66f4\u591a\u6837\u5316\u7684\u56de\u590d<\/li>\n<h4>5.4 \u9ad8\u7ea7\u529f\u80fd\u4f53\u9a8c<\/h4>\n<p>\u8fd9\u4e2a\u5de5\u5177\u8fd8\u6709\u4e00\u4e9b\u5b9e\u7528\u7684\u9ad8\u7ea7\u529f\u80fd&#xff1a;<\/p>\n<p>\u4e00\u952e\u6e05\u7a7a\u5bf9\u8bdd\u5386\u53f2&#xff1a;<\/p>\n<ul>\n<li>\u5728\u4fa7\u8fb9\u680f\u627e\u5230\u201c\u6e05\u7a7a\u5bf9\u8bdd\u201d\u6309\u94ae<\/li>\n<li>\u70b9\u51fb\u540e&#xff0c;\u6240\u6709\u5386\u53f2\u5bf9\u8bdd\u90fd\u4f1a\u88ab\u6e05\u9664<\/li>\n<li>\u9002\u5408\u5f00\u59cb\u65b0\u7684\u8bdd\u9898\u6216\u6d4b\u8bd5<\/li>\n<\/ul>\n<p>\u601d\u8003\u8fc7\u7a0b\u6298\u53e0\u5c55\u793a&#xff1a;<\/p>\n<ul>\n<li>\u5f53\u6a21\u578b\u8fdb\u884c\u590d\u6742\u63a8\u7406\u65f6&#xff0c;\u5b83\u7684\u601d\u8003\u6b65\u9aa4\u4f1a\u88ab\u653e\u5728&#096;&#096;\u6807\u7b7e\u4e2d<\/li>\n<li>\u754c\u9762\u4e0a\u4f1a\u81ea\u52a8\u628a\u8fd9\u4e9b\u5185\u5bb9\u6298\u53e0\u8d77\u6765<\/li>\n<li>\u4f60\u53ef\u4ee5\u70b9\u51fb\u5c55\u5f00\u67e5\u770bAI\u7684\u601d\u8003\u903b\u8f91<\/li>\n<li>\u6700\u7ec8\u56de\u590d\u53ea\u663e\u793a\u6838\u5fc3\u7b54\u6848&#xff0c;\u4fdd\u6301\u754c\u9762\u6574\u6d01<\/li>\n<\/ul>\n<p>\u9519\u8bef\u4fe1\u606f\u67e5\u770b&#xff1a;<\/p>\n<ul>\n<li>\u5982\u679c\u9047\u5230\u95ee\u9898&#xff08;\u6bd4\u5982\u663e\u5b58\u4e0d\u8db3&#xff09;&#xff0c;\u5de5\u5177\u4f1a\u663e\u793a\u8be6\u7ec6\u7684\u9519\u8bef\u4fe1\u606f<\/li>\n<li>\u8fd9\u4e9b\u4fe1\u606f\u6709\u52a9\u4e8e\u5feb\u901f\u5b9a\u4f4d\u548c\u89e3\u51b3\u95ee\u9898<\/li>\n<\/ul>\n<h3>6. \u914d\u7f6e\u8be6\u89e3\u4e0e\u4f18\u5316\u5efa\u8bae<\/h3>\n<p>\u4e86\u89e3\u57fa\u672c\u4f7f\u7528\u540e&#xff0c;\u6211\u4eec\u6765\u770b\u770b\u5982\u4f55\u6839\u636e\u5b9e\u9645\u9700\u6c42\u8fdb\u884c\u914d\u7f6e\u548c\u4f18\u5316\u3002<\/p>\n<h4>6.1 \u4e3b\u8981\u914d\u7f6e\u53c2\u6570<\/h4>\n<p>\u5de5\u5177\u7684\u6838\u5fc3\u914d\u7f6e\u53c2\u6570\u5982\u4e0b&#xff1a;<\/p>\n<table>\n<tr>\u53c2\u6570\u8bf4\u660e\u9ed8\u8ba4\u503c\u8c03\u8282\u8303\u56f4\u4f7f\u7528\u5efa\u8bae<\/tr>\n<tbody>\n<tr>\n<td>\u6700\u5927\u957f\u5ea6<\/td>\n<td>\u63a7\u5236\u751f\u6210\u56de\u590d\u7684\u6700\u5927\u957f\u5ea6<\/td>\n<td>1024<\/td>\n<td>128-4096<\/td>\n<td>\u65e5\u5e38\u5bf9\u8bdd1024\u8db3\u591f&#xff0c;\u957f\u6587\u6863\u751f\u6210\u53ef\u8c03\u9ad8<\/td>\n<\/tr>\n<tr>\n<td>\u601d\u7ef4\u53d1\u6563\u5ea6<\/td>\n<td>\u63a7\u5236\u56de\u590d\u7684\u968f\u673a\u6027\u548c\u521b\u9020\u6027<\/td>\n<td>0.6<\/td>\n<td>0.0-1.5<\/td>\n<td>\u6280\u672f\u95ee\u7b54\u75280.2-0.5&#xff0c;\u521b\u610f\u5199\u4f5c\u75280.8-1.2<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6700\u5927\u957f\u5ea6\u7684\u5b9e\u9645\u5f71\u54cd&#xff1a;<\/p>\n<ul>\n<li>\u503c\u592a\u5c0f&#xff1a;\u56de\u590d\u53ef\u80fd\u88ab\u622a\u65ad&#xff0c;\u4e0d\u5b8c\u6574<\/li>\n<li>\u503c\u592a\u5927&#xff1a;\u53ef\u80fd\u751f\u6210\u5197\u4f59\u5185\u5bb9&#xff0c;\u6d88\u8017\u66f4\u591a\u8d44\u6e90<\/li>\n<li>\u5efa\u8bae&#xff1a;\u6839\u636e\u5bf9\u8bdd\u7c7b\u578b\u52a8\u6001\u8c03\u6574<\/li>\n<\/ul>\n<p>\u601d\u7ef4\u53d1\u6563\u5ea6\u7684\u5b9e\u9645\u5f71\u54cd&#xff1a;<\/p>\n<ul>\n<li>\u4f4e\u503c&#xff08;0.0-0.3&#xff09;&#xff1a;\u56de\u590d\u786e\u5b9a\u6027\u9ad8&#xff0c;\u9002\u5408\u4e8b\u5b9e\u6027\u95ee\u7b54<\/li>\n<li>\u4e2d\u503c&#xff08;0.4-0.7&#xff09;&#xff1a;\u5e73\u8861\u786e\u5b9a\u6027\u548c\u521b\u9020\u6027&#xff0c;\u9002\u5408\u4e00\u822c\u5bf9\u8bdd<\/li>\n<li>\u9ad8\u503c&#xff08;0.8-1.5&#xff09;&#xff1a;\u56de\u590d\u591a\u6837\u5316&#xff0c;\u9002\u5408\u521b\u610f\u5199\u4f5c<\/li>\n<\/ul>\n<h4>6.2 \u6027\u80fd\u4f18\u5316\u5efa\u8bae<\/h4>\n<p>\u6839\u636e\u4f60\u7684\u786c\u4ef6\u914d\u7f6e&#xff0c;\u53ef\u4ee5\u91c7\u53d6\u4e0d\u540c\u7684\u4f18\u5316\u7b56\u7565&#xff1a;<\/p>\n<p>\u4f4e\u663e\u5b58GPU\u73af\u5883&#xff08;2-4GB\u663e\u5b58&#xff09;&#xff1a;<\/p>\n<ul>\n<li>\u4fdd\u6301\u9ed8\u8ba4\u53c2\u6570\u5373\u53ef<\/li>\n<li>\u907f\u514d\u540c\u65f6\u8fdb\u884c\u591a\u4e2a\u751f\u6210\u4efb\u52a1<\/li>\n<li>\u5982\u679c\u9047\u5230\u663e\u5b58\u4e0d\u8db3&#xff0c;\u53ef\u4ee5\u5c1d\u8bd5&#xff1a;# \u91cd\u542f\u5bb9\u5668\u65f6\u6dfb\u52a0\u5185\u5b58\u9650\u5236<br \/>\ndocker run &#8230; &#8211;memory&#061;&#034;4g&#034; &#8230;\n <\/li>\n<\/ul>\n<p>\u7eafCPU\u73af\u5883&#xff1a;<\/p>\n<ul>\n<li>\u5bf9\u8bdd\u54cd\u5e94\u4f1a\u6162\u4e00\u4e9b&#xff0c;\u8fd9\u662f\u6b63\u5e38\u7684<\/li>\n<li>\u53ef\u4ee5\u9002\u5f53\u964d\u4f4e\u6700\u5927\u957f\u5ea6\u4ee5\u51cf\u5c11\u7b49\u5f85\u65f6\u95f4<\/li>\n<li>\u8003\u8651\u589e\u52a0CPU\u6838\u5fc3\u5206\u914d&#xff1a;docker run &#8230; &#8211;cpus&#061;4 &#8230;\n <\/li>\n<\/ul>\n<p>\u591aGPU\u73af\u5883&#xff1a;<\/p>\n<ul>\n<li>\u5de5\u5177\u9ed8\u8ba4\u4f7f\u7528\u6240\u6709\u53ef\u7528GPU<\/li>\n<li>\u5982\u679c\u9700\u8981\u6307\u5b9a\u7279\u5b9aGPU&#xff0c;\u53ef\u4ee5&#xff1a;docker run &#8230; &#8211;gpus &#039;&#034;device&#061;0,1&#034;&#039; &#8230;\n <\/li>\n<\/ul>\n<h4>6.3 \u5b58\u50a8\u4e0e\u65e5\u5fd7\u7ba1\u7406<\/h4>\n<p>\u5de5\u5177\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u4f1a\u4ea7\u751f\u4e00\u4e9b\u6570\u636e\u6587\u4ef6&#xff1a;<\/p>\n<p>\u6a21\u578b\u6587\u4ef6&#xff1a;<\/p>\n<ul>\n<li>\u4f4d\u7f6e&#xff1a;~\/qwen3-deployment\/models\/<\/li>\n<li>\u5185\u5bb9&#xff1a;FP8\u91cf\u5316\u540e\u7684\u6a21\u578b\u6587\u4ef6<\/li>\n<li>\u5927\u5c0f&#xff1a;\u7ea62-3GB<\/li>\n<li>\u7ba1\u7406&#xff1a;\u4e00\u822c\u4e0d\u9700\u8981\u624b\u52a8\u5e72\u9884<\/li>\n<\/ul>\n<p>\u65e5\u5fd7\u6587\u4ef6&#xff1a;<\/p>\n<ul>\n<li>\u4f4d\u7f6e&#xff1a;~\/qwen3-deployment\/logs\/<\/li>\n<li>\u5185\u5bb9&#xff1a;\u8fd0\u884c\u65e5\u5fd7\u3001\u9519\u8bef\u4fe1\u606f<\/li>\n<li>\u4f5c\u7528&#xff1a;\u6545\u969c\u6392\u67e5\u65f6\u975e\u5e38\u6709\u7528<\/li>\n<li>\u67e5\u770b\u65b9\u6cd5&#xff1a;# \u67e5\u770b\u6700\u65b0\u65e5\u5fd7<br \/>\ntail -f ~\/qwen3-deployment\/logs\/app.log<\/p>\n<p># \u641c\u7d22\u9519\u8bef\u4fe1\u606f<br \/>\ngrep -i error ~\/qwen3-deployment\/logs\/app.log\n <\/li>\n<\/ul>\n<p>\u914d\u7f6e\u5907\u4efd&#xff1a; \u5efa\u8bae\u5b9a\u671f\u5907\u4efdconfig\u76ee\u5f55&#xff0c;\u7279\u522b\u662f\u5982\u679c\u4f60\u4fee\u6539\u4e86\u9ed8\u8ba4\u914d\u7f6e\u3002<\/p>\n<h3>7. \u5e38\u89c1\u95ee\u9898\u4e0e\u89e3\u51b3\u65b9\u6848<\/h3>\n<p>\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d&#xff0c;\u4f60\u53ef\u80fd\u4f1a\u9047\u5230\u4e00\u4e9b\u95ee\u9898\u3002\u8fd9\u91cc\u6574\u7406\u4e86\u4e00\u4e9b\u5e38\u89c1\u60c5\u51b5\u53ca\u5176\u89e3\u51b3\u65b9\u6cd5\u3002<\/p>\n<h4>7.1 \u90e8\u7f72\u9636\u6bb5\u95ee\u9898<\/h4>\n<p>\u95ee\u98981&#xff1a;Docker\u955c\u50cf\u62c9\u53d6\u5931\u8d25<\/p>\n<p>Error response from daemon: pull access denied for your-registry\/qwen3-0.6b-fp8-chat<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u67e5\u955c\u50cf\u540d\u79f0\u662f\u5426\u6b63\u786e<\/li>\n<li>\u5982\u679c\u662f\u79c1\u6709\u4ed3\u5e93&#xff0c;\u786e\u4fdd\u5df2\u767b\u5f55&#xff1a;docker login your-registry.com<\/li>\n<li>\u5c1d\u8bd5\u4f7f\u7528\u5b8c\u6574\u7684\u955c\u50cf\u5730\u5740<\/li>\n<\/ul>\n<p>\u95ee\u98982&#xff1a;\u7aef\u53e3\u51b2\u7a81<\/p>\n<p>Error starting userland proxy: listen tcp4 0.0.0.0:8501: bind: address already in use<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<p># \u67e5\u770b\u54ea\u4e2a\u8fdb\u7a0b\u5360\u7528\u4e868501\u7aef\u53e3<br \/>\nsudo lsof -i :8501<\/p>\n<p># \u505c\u6b62\u5360\u7528\u8fdb\u7a0b&#xff0c;\u6216\u8005\u6539\u7528\u5176\u4ed6\u7aef\u53e3<br \/>\n# \u4fee\u6539docker run\u547d\u4ee4\u4e2d\u7684\u7aef\u53e3\u6620\u5c04&#xff0c;\u6bd4\u5982\u6539\u4e3a8502:<br \/>\ndocker run &#8230; -p 8502:8501 &#8230;<\/p>\n<p>\u95ee\u98983&#xff1a;GPU\u65e0\u6cd5\u8bc6\u522b<\/p>\n<p>docker: Error response from daemon: could not select device driver &#034;&#034; with capabilities: [[gpu]].<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u786e\u8ba4NVIDIA Container Toolkit\u5df2\u6b63\u786e\u5b89\u88c5<\/li>\n<li>\u91cd\u542fDocker\u670d\u52a1&#xff1a;sudo systemctl restart docker<\/li>\n<li>\u68c0\u67e5nvidia-smi\u662f\u5426\u80fd\u6b63\u5e38\u663e\u793aGPU\u4fe1\u606f<\/li>\n<\/ul>\n<h4>7.2 \u8fd0\u884c\u9636\u6bb5\u95ee\u9898<\/h4>\n<p>\u95ee\u98984&#xff1a;\u663e\u5b58\u4e0d\u8db3<\/p>\n<p>CUDA out of memory. Tried to allocate&#8230;<\/p>\n<p>\u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u964d\u4f4e\u6700\u5927\u751f\u6210\u957f\u5ea6<\/li>\n<li>\u6e05\u7a7a\u5bf9\u8bdd\u5386\u53f2&#xff0c;\u91cd\u65b0\u5f00\u59cb<\/li>\n<li>\u5982\u679c\u95ee\u9898\u6301\u7eed&#xff0c;\u8003\u8651\u5728CPU\u6a21\u5f0f\u4e0b\u8fd0\u884c<\/li>\n<\/ul>\n<p>\u95ee\u98985&#xff1a;\u54cd\u5e94\u901f\u5ea6\u6162 \u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u67e5\u670d\u52a1\u5668\u8d1f\u8f7d&#xff1a;htop\u6216nvidia-smi<\/li>\n<li>\u5982\u679c\u662fCPU\u6a21\u5f0f&#xff0c;\u54cd\u5e94\u6162\u662f\u6b63\u5e38\u7684<\/li>\n<li>\u5c1d\u8bd5\u51cf\u5c11\u6700\u5927\u751f\u6210\u957f\u5ea6<\/li>\n<li>\u786e\u4fdd\u6ca1\u6709\u5176\u4ed6\u7a0b\u5e8f\u5360\u7528\u5927\u91cf\u8d44\u6e90<\/li>\n<\/ul>\n<p>\u95ee\u98986&#xff1a;\u754c\u9762\u65e0\u6cd5\u8bbf\u95ee \u89e3\u51b3&#xff1a;<\/p>\n<li>\u68c0\u67e5\u5bb9\u5668\u662f\u5426\u8fd0\u884c&#xff1a;docker ps<\/li>\n<li>\u68c0\u67e5\u7aef\u53e3\u662f\u5426\u6b63\u786e&#xff1a;docker port qwen3-chat<\/li>\n<li>\u68c0\u67e5\u9632\u706b\u5899\u8bbe\u7f6e&#xff1a;# \u5f00\u653e8501\u7aef\u53e3<br \/>\nsudo ufw allow 8501\n <\/li>\n<li>\u67e5\u770b\u5bb9\u5668\u65e5\u5fd7\u627e\u7ebf\u7d22&#xff1a;docker logs qwen3-chat<\/li>\n<h4>7.3 \u529f\u80fd\u76f8\u5173\u95ee\u9898<\/h4>\n<p>\u95ee\u98987&#xff1a;\u601d\u8003\u8fc7\u7a0b\u6ca1\u6709\u6298\u53e0 \u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u786e\u4fdd\u6a21\u578b\u8f93\u51fa\u4e2d\u5305\u542b&#096;&#096;\u6807\u7b7e<\/li>\n<li>\u68c0\u67e5\u6d4f\u89c8\u5668\u63a7\u5236\u53f0\u662f\u5426\u6709JavaScript\u9519\u8bef<\/li>\n<li>\u5c1d\u8bd5\u5237\u65b0\u9875\u9762\u6216\u6e05\u7a7a\u6d4f\u89c8\u5668\u7f13\u5b58<\/li>\n<\/ul>\n<p>\u95ee\u98988&#xff1a;\u53c2\u6570\u8c03\u8282\u4e0d\u751f\u6548 \u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u8c03\u8282\u53c2\u6570\u540e&#xff0c;\u9700\u8981\u5f00\u59cb\u65b0\u7684\u5bf9\u8bdd\u624d\u80fd\u751f\u6548<\/li>\n<li>\u6216\u8005\u5148\u6e05\u7a7a\u5f53\u524d\u5bf9\u8bdd\u5386\u53f2<\/li>\n<li>\u786e\u4fdd\u6ed1\u52a8\u6761\u7684\u503c\u786e\u5b9e\u6539\u53d8\u4e86<\/li>\n<\/ul>\n<p>\u95ee\u98989&#xff1a;\u4e2d\u6587\u663e\u793a\u4e71\u7801 \u89e3\u51b3&#xff1a;<\/p>\n<ul>\n<li>\u68c0\u67e5Docker\u5bb9\u5668\u7684locale\u8bbe\u7f6e<\/li>\n<li>\u786e\u4fdd\u7cfb\u7edf\u652f\u6301\u4e2d\u6587\u5b57\u4f53<\/li>\n<li>\u5982\u679c\u662f\u90e8\u7f72\u5728\u6d77\u5916\u670d\u52a1\u5668&#xff0c;\u53ef\u80fd\u9700\u8981\u5b89\u88c5\u4e2d\u6587\u5b57\u4f53\u5305<\/li>\n<\/ul>\n<h3>8. \u8fdb\u9636\u4f7f\u7528\u4e0e\u6269\u5c55<\/h3>\n<p>\u638c\u63e1\u4e86\u57fa\u672c\u4f7f\u7528\u540e&#xff0c;\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4e00\u4e9b\u66f4\u9ad8\u7ea7\u7684\u7528\u6cd5\u3002<\/p>\n<h4>8.1 \u6279\u91cf\u5904\u7406\u5bf9\u8bdd<\/h4>\n<p>\u867d\u7136\u5de5\u5177\u4e3b\u8981\u63d0\u4f9b\u4ea4\u4e92\u5f0f\u754c\u9762&#xff0c;\u4f46\u4f60\u4e5f\u53ef\u4ee5\u901a\u8fc7API\u65b9\u5f0f\u8fdb\u884c\u6279\u91cf\u5904\u7406\u3002\u9996\u5148\u9700\u8981\u8fdb\u5165\u5bb9\u5668\u5185\u90e8&#xff1a;<\/p>\n<p># \u8fdb\u5165\u5bb9\u5668<br \/>\ndocker exec -it qwen3-chat \/bin\/bash<\/p>\n<p># \u7136\u540e\u53ef\u4ee5\u4f7f\u7528Python\u811a\u672c\u8fdb\u884c\u6279\u91cf\u5904\u7406<br \/>\npython batch_process.py<\/p>\n<p>\u4f60\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u6279\u91cf\u5904\u7406\u811a\u672c&#xff1a;<\/p>\n<p># batch_process.py<br \/>\nimport requests<br \/>\nimport json<\/p>\n<p>def batch_chat(questions, max_tokens&#061;512, temperature&#061;0.7):<br \/>\n    results &#061; []<br \/>\n    for question in questions:<br \/>\n        # \u8fd9\u91cc\u9700\u8981\u6839\u636e\u5b9e\u9645API\u63a5\u53e3\u8c03\u6574<br \/>\n        response &#061; generate_response(question, max_tokens, temperature)<br \/>\n        results.append({<br \/>\n            &#039;question&#039;: question,<br \/>\n            &#039;answer&#039;: response<br \/>\n        })<br \/>\n    return results<\/p>\n<p># \u793a\u4f8b\u95ee\u9898\u5217\u8868<br \/>\nquestions &#061; [<br \/>\n    &#034;\u4ec0\u4e48\u662f\u673a\u5668\u5b66\u4e60&#xff1f;&#034;,<br \/>\n    &#034;Python\u548cJava\u6709\u4ec0\u4e48\u533a\u522b&#xff1f;&#034;,<br \/>\n    &#034;\u5982\u4f55\u5b66\u4e60\u7f16\u7a0b&#xff1f;&#034;<br \/>\n]<\/p>\n<p># \u6267\u884c\u6279\u91cf\u5904\u7406<br \/>\nanswers &#061; batch_chat(questions)<br \/>\nfor item in answers:<br \/>\n    print(f&#034;Q: {item[&#039;question&#039;]}&#034;)<br \/>\n    print(f&#034;A: {item[&#039;answer&#039;][:100]}&#8230;&#034;)  # \u53ea\u6253\u5370\u524d100\u5b57\u7b26<br \/>\n    print(&#034;-&#034; * 50)<\/p>\n<h4>8.2 \u81ea\u5b9a\u4e49\u754c\u9762\u6837\u5f0f<\/h4>\n<p>\u5982\u679c\u4f60\u5bf9\u9ed8\u8ba4\u7684\u754c\u9762\u6837\u5f0f\u4e0d\u6ee1\u610f&#xff0c;\u53ef\u4ee5\u81ea\u5b9a\u4e49CSS\u3002\u5de5\u5177\u652f\u6301\u81ea\u5b9a\u4e49\u6837\u5f0f\u6ce8\u5165&#xff1a;<\/p>\n<li>\u5728config\u76ee\u5f55\u4e0b\u521b\u5efacustom.css\u6587\u4ef6<\/li>\n<li>\u6dfb\u52a0\u81ea\u5b9a\u4e49\u6837\u5f0f&#xff0c;\u4f8b\u5982&#xff1a;<\/li>\n<p>\/* \u4fee\u6539\u804a\u5929\u6846\u6837\u5f0f *\/<br \/>\n.stChatMessage {<br \/>\n    border-radius: 15px;<br \/>\n    padding: 15px;<br \/>\n}<\/p>\n<p>\/* \u4fee\u6539\u8f93\u5165\u6846\u6837\u5f0f *\/<br \/>\n.stTextInput &gt; div &gt; div &gt; input {<br \/>\n    border-radius: 10px;<br \/>\n    border: 2px solid #4CAF50;<br \/>\n}<\/p>\n<p>\/* \u4fee\u6539\u6309\u94ae\u6837\u5f0f *\/<br \/>\n.stButton &gt; button {<br \/>\n    background-color: #4CAF50;<br \/>\n    color: white;<br \/>\n    border-radius: 5px;<br \/>\n}<\/p>\n<li>\u91cd\u542f\u5bb9\u5668\u4f7f\u6837\u5f0f\u751f\u6548<\/li>\n<h4>8.3 \u96c6\u6210\u5230\u5176\u4ed6\u5e94\u7528<\/h4>\n<p>\u4f60\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u5bf9\u8bdd\u5de5\u5177\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002\u57fa\u672c\u601d\u8def\u662f\u901a\u8fc7\u7f51\u7edc\u8bf7\u6c42\u4e0e\u8fd0\u884c\u7684\u670d\u52a1\u4ea4\u4e92&#xff1a;<\/p>\n<p>import requests<\/p>\n<p>class Qwen3Client:<br \/>\n    def __init__(self, base_url&#061;&#034;http:\/\/localhost:8501&#034;):<br \/>\n        self.base_url &#061; base_url<\/p>\n<p>    def chat(self, message, max_tokens&#061;1024, temperature&#061;0.6):<br \/>\n        &#034;&#034;&#034;\u53d1\u9001\u6d88\u606f\u5e76\u83b7\u53d6\u56de\u590d&#034;&#034;&#034;<br \/>\n        # \u8fd9\u91cc\u9700\u8981\u6839\u636e\u5b9e\u9645\u7684API\u7aef\u70b9\u8c03\u6574<br \/>\n        # \u901a\u5e38Streamlit\u5e94\u7528\u53ef\u4ee5\u901a\u8fc7\u7279\u5b9a\u7684\u8def\u7531\u63d0\u4f9bAPI<br \/>\n        pass<\/p>\n<p>    def clear_history(self):<br \/>\n        &#034;&#034;&#034;\u6e05\u7a7a\u5bf9\u8bdd\u5386\u53f2&#034;&#034;&#034;<br \/>\n        pass<\/p>\n<p># \u4f7f\u7528\u793a\u4f8b<br \/>\nclient &#061; Qwen3Client()<br \/>\nresponse &#061; client.chat(&#034;\u4f60\u597d&#xff0c;\u8bf7\u4ecb\u7ecd\u4eba\u5de5\u667a\u80fd&#034;)<br \/>\nprint(response)<\/p>\n<p>\u6ce8\u610f&#xff1a;\u8fd9\u9700\u8981\u5de5\u5177\u66b4\u9732\u76f8\u5e94\u7684API\u63a5\u53e3\u3002\u5f53\u524d\u7248\u672c\u4e3b\u8981\u63d0\u4f9bWeb\u754c\u9762&#xff0c;\u5982\u679c\u9700\u8981API\u652f\u6301&#xff0c;\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\u3002<\/p>\n<h4>8.4 \u76d1\u63a7\u4e0e\u7ef4\u62a4<\/h4>\n<p>\u5bf9\u4e8e\u957f\u671f\u8fd0\u884c\u7684\u670d\u52a1&#xff0c;\u5efa\u8bae\u8bbe\u7f6e\u4e00\u4e9b\u76d1\u63a7&#xff1a;<\/p>\n<p>\u8d44\u6e90\u76d1\u63a7&#xff1a;<\/p>\n<p># \u76d1\u63a7\u5bb9\u5668\u8d44\u6e90\u4f7f\u7528<br \/>\ndocker stats qwen3-chat<\/p>\n<p># \u67e5\u770b\u5bb9\u5668\u65e5\u5fd7<br \/>\ndocker logs &#8211;tail 100 qwen3-chat<\/p>\n<p># \u68c0\u67e5\u670d\u52a1\u5065\u5eb7\u72b6\u6001<br \/>\ncurl -s http:\/\/localhost:8501\/healthz<\/p>\n<p>\u5b9a\u671f\u7ef4\u62a4&#xff1a;<\/p>\n<ul>\n<li>\u5b9a\u671f\u6e05\u7406\u65e5\u5fd7\u6587\u4ef6<\/li>\n<li>\u5173\u6ce8\u6a21\u578b\u66f4\u65b0&#xff0c;\u53ca\u65f6\u5347\u7ea7\u7248\u672c<\/li>\n<li>\u5907\u4efd\u91cd\u8981\u914d\u7f6e\u548c\u5bf9\u8bdd\u6570\u636e<\/li>\n<\/ul>\n<h3>9. \u603b\u7ed3<\/h3>\n<p>\u901a\u8fc7\u8fd9\u4e2a\u6559\u7a0b&#xff0c;\u6211\u4eec\u5b8c\u6210\u4e86Qwen3-0.6B-FP8\u5bf9\u8bdd\u5de5\u5177\u4ece\u73af\u5883\u51c6\u5907\u5230\u90e8\u7f72\u4e0a\u7ebf\u7684\u5168\u8fc7\u7a0b\u3002\u8ba9\u6211\u4eec\u56de\u987e\u4e00\u4e0b\u5173\u952e\u8981\u70b9&#xff1a;<\/p>\n<p>\u90e8\u7f72\u6d41\u7a0b\u5f88\u7b80\u5355&#xff1a;\u5b89\u88c5Docker\u548cNVIDIA\u5de5\u5177\u5305 \u2192 \u62c9\u53d6\u955c\u50cf \u2192 \u8fd0\u884c\u5bb9\u5668 \u2192 \u8bbf\u95ee\u754c\u9762&#xff0c;\u56db\u6b65\u5c31\u80fd\u8ba9AI\u5bf9\u8bdd\u52a9\u624b\u8dd1\u8d77\u6765\u3002<\/p>\n<p>\u5de5\u5177\u7279\u70b9\u5f88\u7a81\u51fa&#xff1a;\u8fd9\u4e2a6\u4ebf\u53c2\u6570\u7684FP8\u91cf\u5316\u6a21\u578b&#xff0c;\u5728\u4fdd\u6301\u4e0d\u9519\u5bf9\u8bdd\u80fd\u529b\u7684\u540c\u65f6&#xff0c;\u5927\u5927\u964d\u4f4e\u4e86\u8d44\u6e90\u9700\u6c42\u30022GB\u663e\u5b58\u5c31\u80fd\u6d41\u7545\u8fd0\u884c&#xff0c;\u63a8\u7406\u901f\u5ea6\u8fd8\u6709\u63d0\u5347&#xff0c;\u8fd9\u5bf9\u5f88\u591a\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\u7279\u522b\u53cb\u597d\u3002<\/p>\n<p>\u4f7f\u7528\u4f53\u9a8c\u5f88\u73b0\u4ee3&#xff1a;\u6d41\u5f0f\u8f93\u51fa\u8ba9\u56de\u590d\u770b\u8d77\u6765\u66f4\u81ea\u7136&#xff0c;\u601d\u8003\u8fc7\u7a0b\u6298\u53e0\u8ba9\u754c\u9762\u66f4\u6574\u6d01&#xff0c;\u53c2\u6570\u8c03\u8282\u4e5f\u5f88\u76f4\u89c2\u3002\u8fd9\u4e9b\u8bbe\u8ba1\u7ec6\u8282\u8ba9\u5de5\u5177\u7528\u8d77\u6765\u5f88\u8212\u670d\u3002<\/p>\n<p>\u9002\u7528\u573a\u666f\u5f88\u5e7f\u6cdb&#xff1a;\u65e0\u8bba\u662f\u4e2a\u4eba\u5b66\u4e60\u3001\u9879\u76ee\u6f14\u793a&#xff0c;\u8fd8\u662f\u5c0f\u89c4\u6a21\u4e1a\u52a1\u5e94\u7528&#xff0c;\u8fd9\u4e2a\u5de5\u5177\u90fd\u80fd\u80dc\u4efb\u3002\u5b83\u7684\u8f7b\u91cf\u5316\u7279\u6027\u8ba9\u90e8\u7f72\u95e8\u69db\u5927\u5927\u964d\u4f4e\u3002<\/p>\n<p>\u5982\u679c\u4f60\u521a\u5f00\u59cb\u63a5\u89e6AI\u6a21\u578b\u90e8\u7f72&#xff0c;\u8fd9\u4e2a\u5de5\u5177\u662f\u4e2a\u5f88\u597d\u7684\u8d77\u70b9\u3002\u5b83\u8ba9\u4f60\u80fd\u7528\u6700\u5c0f\u7684\u4ee3\u4ef7&#xff0c;\u4f53\u9a8c\u5230\u5927\u6a21\u578b\u5bf9\u8bdd\u7684\u57fa\u672c\u80fd\u529b\u3002\u5728\u5b9e\u9645\u4f7f\u7528\u4e2d&#xff0c;\u4f60\u53ef\u4ee5\u6839\u636e\u9700\u6c42\u8c03\u8282\u53c2\u6570&#xff0c;\u89c2\u5bdf\u4e0d\u540c\u8bbe\u7f6e\u4e0b\u7684\u56de\u590d\u6548\u679c&#xff0c;\u8fd9\u672c\u8eab\u4e5f\u662f\u5b66\u4e60AI\u6a21\u578b\u7279\u6027\u7684\u597d\u65b9\u6cd5\u3002<\/p>\n<p>\u968f\u7740\u4f7f\u7528\u7684\u6df1\u5165&#xff0c;\u4f60\u53ef\u80fd\u4f1a\u53d1\u73b0\u66f4\u591a\u6709\u8da3\u7684\u7528\u6cd5\u3002\u6bd4\u5982\u7528\u5b83\u8f85\u52a9\u5199\u4f5c\u3001\u89e3\u7b54\u6280\u672f\u95ee\u9898&#xff0c;\u6216\u8005\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002\u91cd\u8981\u7684\u662f\u5f00\u59cb\u52a8\u624b\u5b9e\u8df5&#xff0c;\u5728\u7528\u7684\u8fc7\u7a0b\u4e2d\u79ef\u7d2f\u7ecf\u9a8c\u3002<\/p>\n<hr \/>\n<p>\u83b7\u53d6\u66f4\u591aAI\u955c\u50cf<\/p>\n<p>\u60f3\u63a2\u7d22\u66f4\u591aAI\u955c\u50cf\u548c\u5e94\u7528\u573a\u666f&#xff1f;\u8bbf\u95ee CSDN\u661f\u56fe\u955c\u50cf\u5e7f\u573a&#xff0c;\u63d0\u4f9b\u4e30\u5bcc\u7684\u9884\u7f6e\u955c\u50cf&#xff0c;\u8986\u76d6\u5927\u6a21\u578b\u63a8\u7406\u3001\u56fe\u50cf\u751f\u6210\u3001\u89c6\u9891\u751f\u6210\u3001\u6a21\u578b\u5fae\u8c03\u7b49\u591a\u4e2a\u9886\u57df&#xff0c;\u652f\u6301\u4e00\u952e\u90e8\u7f72\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b&#xff1a;Ubuntu\u670d\u52a1\u5668DockerNVIDIA Container Toolkit\u5168\u6d41\u7a0b<br \/>\n1. \u5f15\u8a00<br \/>\n\u60f3\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u5feb\u901f\u90e8\u7f72\u4e00\u4e2a\u8f7b\u91cf\u3001\u9ad8\u901f\u7684AI\u5bf9\u8bdd\u52a9\u624b\u5417&#xff1f;\u4eca\u5929\u8981\u4ecb\u7ecd\u7684\u8fd9\u4e2a\u5de5\u5177&#xff0c;\u80fd\u8ba9\u4e00\u4e2a6\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u5728\u4f4e\u663e\u5b58\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c&#xff0c;\u63a8\u7406\u901f\u5ea6\u8fd8\u80fd\u63d0\u534730%\u4ee5\u4e0a\u3002<br \/>\n\u8fd9\u4e2a\u5de5\u5177\u57fa\u4e8eIntel\u4f18\u5316\u7684Qwen3-0.6B-FP8\u91cf\u5316\u6a21\u578b\u5f00\u53d1&#xff0c;\u4e13\u95e8\u4e3a\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\u505a\u4e86\u6df1\u5ea6\u4f18\u5316\u3002\u5b83\u6700\u5927\u7684<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[7591,9267,27,956],"topic":[],"class_list":["post-82955","post","type-post","status-publish","format-standard","hentry","category-server","tag-ai","tag-9267","tag-docker","tag-956"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b\uff1aUbuntu\u670d\u52a1\u5668+Docker+NVIDIA Container Toolkit\u5168\u6d41\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/82955.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b\uff1aUbuntu\u670d\u52a1\u5668+Docker+NVIDIA Container Toolkit\u5168\u6d41\u7a0b - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b&#xff1a;Ubuntu\u670d\u52a1\u5668DockerNVIDIA Container Toolkit\u5168\u6d41\u7a0b 1. \u5f15\u8a00 \u60f3\u5728\u81ea\u5df1\u7684\u670d\u52a1\u5668\u4e0a\u5feb\u901f\u90e8\u7f72\u4e00\u4e2a\u8f7b\u91cf\u3001\u9ad8\u901f\u7684AI\u5bf9\u8bdd\u52a9\u624b\u5417&#xff1f;\u4eca\u5929\u8981\u4ecb\u7ecd\u7684\u8fd9\u4e2a\u5de5\u5177&#xff0c;\u80fd\u8ba9\u4e00\u4e2a6\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u5728\u4f4e\u663e\u5b58\u8bbe\u5907\u4e0a\u6d41\u7545\u8fd0\u884c&#xff0c;\u63a8\u7406\u901f\u5ea6\u8fd8\u80fd\u63d0\u534730%\u4ee5\u4e0a\u3002 \u8fd9\u4e2a\u5de5\u5177\u57fa\u4e8eIntel\u4f18\u5316\u7684Qwen3-0.6B-FP8\u91cf\u5316\u6a21\u578b\u5f00\u53d1&#xff0c;\u4e13\u95e8\u4e3a\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\u505a\u4e86\u6df1\u5ea6\u4f18\u5316\u3002\u5b83\u6700\u5927\u7684\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/82955.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-07-25T07:08:47+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/82955.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/82955.html\",\"name\":\"Qwen3-0.6B-FP8\u90e8\u7f72\u6559\u7a0b\uff1aUbuntu\u670d\u52a1\u5668+Docker+NVIDIA Container Toolkit\u5168\u6d41\u7a0b - 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