{"id":58650,"date":"2025-08-16T13:42:09","date_gmt":"2025-08-16T05:42:09","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/58650.html"},"modified":"2025-08-16T13:42:09","modified_gmt":"2025-08-16T05:42:09","slug":"%e8%af%a6%e8%a7%a3%ef%bc%9a%e6%b2%a1%e6%9c%89%e7%bd%91%e7%bb%9c%e7%9a%84%e6%9c%8d%e5%8a%a1%e5%99%a8%e4%b8%8a%ef%bc%8c%e9%83%a8%e7%bd%b2%e8%87%aa%e5%b7%b1%e7%9a%84python%e9%a1%b9%e7%9b%ae","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/58650.html","title":{"rendered":"\u8be6\u89e3\uff1a\u6ca1\u6709\u7f51\u7edc\u7684\u670d\u52a1\u5668\u4e0a\uff0c\u90e8\u7f72\u81ea\u5df1\u7684python\u9879\u76ee"},"content":{"rendered":"

\u6ca1\u6709\u7f51\u7edc\u7684\u670d\u52a1\u5668\u4e0a，\u90e8\u7f72\u81ea\u5df1\u7684python\u9879\u76ee<\/h2>\n

\u56e0\u4e3a\u672c\u4eba\u641e\u4e86\u597d\u957f\u65f6\u95f4，\u7f51\u4e0a\u4e5f\u6ca1\u6709\u8be6\u7ec6\u7684\u6559\u7a0b，\u56e0\u6b64\u8bb0\u5f55\u5206\u4eab\u4e00\u4e0b\u3002<\/p>\n

\u5728\u81ea\u5df1\u7535\u8111\u6784\u5efadocker\u9879\u76ee\u955c\u50cf<\/h3>\n

\u7f51\u7edc\u4e0a\u6709\u5f88\u591a\u5173\u4e8ewindows\u4e0b\u600e\u4e48\u5b89\u88c5docker\u7684\u6559\u7a0b，\u8fd9\u91cc\u5c31\u4e0d\u5728\u5199\u4e86，\u53ef\u4ee5\u5728csdn\u4e0a\u76f4\u63a5\u641cwindows\u4e0b\u5b89\u88c5docker\u7b49\u5173\u952e\u8bcd\u3002\u6ce8\u610f\u53ef\u4ee5\u6539\u4e00\u4e0b\u955c\u50cf\u4fdd\u5b58\u7684\u4f4d\u7f6e，\u8fd9\u4e2a\u5e94\u7528\u7684\u53f3\u4e0a\u89d2\u6709\u4e2a\u8bbe\u7f6e\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

  • \u5b89\u88c5\u597d\u4e4b\u540e，\u9700\u8981\u542f\u52a8\u8fd9\u4e2a\u5e94\u7528\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/li>\n
  • \u5982\u679c\u7f51\u4e0a\u6709\u4f60\u7684\u9879\u76ee\u9700\u8981\u7684\u955c\u50cf，\u4f60\u53ef\u4ee5\u73b0\u5c06\u955c\u50cf\u62c9\u53d6\u4e0b\u6765\u63a5\u7740，\u5728\u6784\u5efa\u81ea\u5df1\u7684\u9879\u76ee\u955c\u50cf\u3002<\/li>\n

    docker<\/span> pull \u955c\u50cf\u540d\u79f0<\/p>\n

    \u62c9\u53d6\u4e0b\u6765\u4e4b\u540e，\u4f60\u7684\u5e94\u7528\u4e2d\u5e94\u8be5\u4f1a\u51fa\u73b0\u5bf9\u5e94\u7684\u955c\u50cf\u6587\u4ef6 3. \u4e4b\u540e\u53ef\u4ee5\u7528\u4f60\u81ea\u5df1\u51b3\u5b9a\u597d\u7528\u7684\u7f16\u7a0b\u8f6f\u4ef6\u6253\u5f00\u4f60\u81ea\u5df1\u7684\u9879\u76ee，\u5728\u9879\u76ee\u91cc\u9762\u6839\u636e\u81ea\u5df1\u9700\u8981\u7684\u4f9d\u8d56\u521b\u5efa\u5bf9\u5e94\u7684requirements.txt，\u7136\u540e\u521b\u5efa\u4e00Dockerfile \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" 4. \u7f16\u5199Dockerfile\u6587\u4ef6\u5185\u5bb9，\u5728\u8fd9\u91cc\u6211\u7684\u9879\u76ee\u9700\u8981cuda\u56e0\u6b64\u76f4\u63a5\u7f51\u4e0a\u627e\u522b\u4eba\u7684\u8fd9\u4e2a\u955c\u50cf\u62ff\u6765\u7528\u4e86，\u91cc\u9762\u5305\u542b\u4e86cuda\u548cpython\u7b49\u4f9d\u8d56\u3002<\/p>\n

    # \u57fa\u7840\u955c\u50cf\u9009\u62e9Python\u7248\u672c<\/span>
    \nFROM pytorch\/<\/span>pytorch:<\/span>2.7<\/span>.0<\/span>–<\/span>cuda12.<\/span>6<\/span>–<\/span>cudnn9–<\/span>devel<\/p>\n

    # \u8bbe\u7f6e\u5de5\u4f5c\u76ee\u5f55<\/span>
    \nWORKDIR \/<\/span>app<\/p>\n

    # \u590d\u5236\u4f9d\u8d56\u6587\u4ef6\u5e76\u5b89\u88c5<\/span>
    \nCOPY requirements.<\/span>txt .<\/span>
    \nRUN pip install –<\/span>–<\/span>no–<\/span>cache–<\/span>dir<\/span> –<\/span>r requirements.<\/span>txt –<\/span>i https:<\/span>\/\/<\/span>mirrors.<\/span>aliyun.<\/span>com\/<\/span>pypi\/<\/span>simple\/<\/span><\/p>\n

    #\u4fdd\u8bc1\u5bb9\u5668\u53ef\u4ee5\u5728\u542f\u52a8\u540e\u4e0d\u4e2d\u65ad<\/span>
    \nCMD [<\/span>"tail"<\/span>,<\/span> "-f"<\/span>,<\/span> "\/dev\/null"<\/span>]<\/span><\/p>\n

  • \u7136\u540e\u5728\u8be5\u9879\u76ee\u6587\u4ef6\u8fd0\u884c，\u6ce8\u610f\u8fd9\u4e2a\u547d\u4ee4\u6700\u540e\u6709\u4e2a.<\/li>\n

    docker<\/span> build -t<\/span> \u4f60\u6784\u5efa\u7684\u955c\u50cf\u540d\u79f0 .<\/span><\/p>\n

  • \u6784\u5efa\u5b8c\u6210\u4e4b\u540e，\u4f60\u53ef\u4ee5\u5728\u4f60\u7684\u5e94\u7528\u91cc\u770b\u5230\u4f60\u6784\u5efa\u5b8c\u6210\u7684docker\u955c\u50cf，\u4e4b\u540e\u56e0\u4e3a\u8981\u4e0a\u4f20\u7684\u670d\u52a1\u5668\u91cc，\u4f60\u9700\u8981\u5c06\u6587\u4ef6\u6253\u5305\u4e3atar\u6587\u4ef6，\u53ef\u4ee5\u76f4\u63a5\u5728\u4f60\u7684\u9879\u76ee\u91cc\u6253\u5305，\u4e0a\u4f20\u5230\u670d\u52a1\u5668\u540e\u53ef\u4ee5\u5220\u9664\u3002<\/li>\n

    docker<\/span> save -o<\/span> \u538b\u7f29\u5305\u540d\u5b57.tar \u8981\u6253\u5305\u7684\u955c\u50cf\u540d\u79f0<\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    \u5728\u670d\u52a1\u5668\u4e0a\u90e8\u7f72docker\u9879\u76ee<\/h3>\n
  • \u56e0\u4e3a\u6211\u4f7f\u7528\u7684\u662fvscode\u8fde\u63a5\u670d\u52a1\u5668(\u4e0d\u77e5\u9053\u600e\u4e48\u8fde\u63a5\u670d\u52a1\u5668\u7684\u53ef\u4ee5\u53bb\u641c\u6559\u7a0b，\u7f51\u4e0a\u90fd\u6709\u5f88\u591a\u8be6\u7ec6\u7684\u6559\u7a0b)，\u56e0\u6b64\u6211\u90fd\u662f\u76f4\u63a5\u5c06\u6587\u4ef6\u62d6\u5230\u670d\u52a1\u5668\u91cc\u9762，\u5c31\u662f\u76f4\u63a5\u5c06\u4f60\u6253\u5305\u597d\u7684.tar\u6587\u4ef6\u62d6\u5230\u670d\u52a1\u5668\u4e2d\u5c31\u884c\u4e86\u3002<\/li>\n

    # \u5728\u670d\u52a1\u5668\u4e0a\u52a0\u8f7d\u955c\u50cf<\/span>
    \ndocker<\/span> load -i<\/span> \u538b\u7f29\u5305\u540d\u5b57.tar<\/p>\n

    \u901a\u8fc7\u4e0b\u9762\u7684\u547d\u4ee4\u4f60\u53ef\u4ee5\u770b\u5230\u4f60\u52a0\u8f7d\u7684\u955c\u50cf\u540d\u79f0：<\/p>\n

    docker<\/span> images<\/p>\n

    \u5b8c\u6210\u4e4b\u540e\u4f60\u53ef\u4ee5\u5c06\u4f60\u4e4b\u524d\u6253\u5305\u597d\u7684.tar\u5220\u9664\u4e86\u3002<\/p>\n

  • \n

    \u9879\u76ee\u6587\u4ef6\u5148\u4e0d\u653e\u5728docker\u5bb9\u5668\u4e2d，\u53ea\u653e\u4f9d\u8d56，\u901a\u8fc7\u6302\u8f7d\u5c06\u6587\u4ef6\u6302\u8f7d\u4e0a\u53bb\u3002\u4f60\u53ea\u9700\u8981\u5c06\u4f60\u7684\u9879\u76ee\u6587\u4ef6\u653e\u5230\u4f60\u670d\u52a1\u5668\u91cc\u9762\u5c31\u53ef\u4ee5\u4e86，\u5047\u5982\u5f53\u524d\u4f60\u7684\u9879\u76ee\u8def\u5f84\u4e3a：\/home\/test\/qwen_qlora_main \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n<\/li>\n

  • \n

    \u6302\u8f7d\u65b9\u5f0f（\u53ea\u6709\u5728docker run\u7684\u65f6\u5019\u9700\u8981\u6302\u8f7d，\u4e4b\u540edocker exec\u4e0d\u7528\u518d\u6267\u884c\u6302\u8f7d\u7684\u8fd9\u4e9b\u547d\u4ee4，\u8fd9\u4e9b\u5c5e\u6027\u5df2\u7ecf\u5728\u4f60\u7684docker\u5bb9\u5668\u4e2d\u4e86，\u5c31\u7b97\u505c\u6b62\u8fd9\u4e2a\u5bb9\u5668\u8fd8\u662f\u4e00\u76f4\u4fdd\u5b58\u6709\u7684，\u9664\u975e\u4f60\u628a\u5bb9\u5668\u5220\u9664\u4e86）：<\/p>\n<\/li>\n

    docker<\/span> run -it<\/span> –name<\/span> \u5bb9\u5668\u540d\u79f0（\u81ea\u5df1\u547d\u540d） –gpus<\/span> all –net<\/span>=<\/span>host -v<\/span> \/home\/test\/qwen_qlora_main:\/app \u4f60\u7b2c1\u6b65\u52a0\u8f7d\u7684\u955c\u50cf\u540d\u79f0 \/bin\/bash<\/p>\n

  • \u5982\u679c\u955c\u50cf\u91cc\u9762\u5b58\u5728\u6587\u4ef6，\u5c31\u5c06\u90a3\u4e2a\u6587\u4ef6\u590d\u5236\u5230\u4f60\u8981\u6302\u8f7d\u7684\u6587\u4ef6\u91cc\u9762\u3002 \u590d\u5236\u5bb9\u5668\u5185\u6587\u4ef6\u5230\u672c\u5730，\u5c06\u955c\u50cf\u91cc\u9762\u7684\u90a3\u4e2a\u6587\u4ef6\u5220\u9664，\u8fd9\u6837\u65b9\u4fbf\u4f60\u7f16\u5199\u4ee3\u7801\u3002<\/li>\n

    docker<\/span> cp<\/span> [<\/span>\u5bb9\u5668ID\u6216\u5bb9\u5668\u540d\u79f0]<\/span>:[<\/span>\u5bb9\u5668\u5185\u6587\u4ef6\u8def\u5f84]<\/span> [<\/span>\u672c\u5730\u76ee\u6807\u8def\u5f84]<\/span><\/p>\n

  • \u56e0\u4e3a\u662fdocker run\u5b9e\u73b0\u7684\u5bb9\u5668，\u56e0\u6b64\u73b0\u5728\u4f60\u7684\u72b6\u6001\u662f\u5728\u5bb9\u5668\u91cc\u9762\u7684\u4e86，\u63a5\u4e0b\u6765\u5c31\u53ef\u4ee5\u8fd0\u884c\u4f60\u7684\u9879\u76ee\u4e86train_false_data_gen.py\u8fd9\u5c31\u662f\u4f60\u81ea\u5df1\u8981\u8dd1\u7684\u6587\u4ef6，evaluating\u5c31\u662f\u7b2c\u4e8c\u90e8\u56fe\u91cc\u9879\u76ee\u91cc\u7684\u6587\u4ef6\u5939，\u8fd9\u4e2atrain_false_data_gen.py\u6587\u4ef6\u5c31\u5728\u8fd9\u4e2a\u6587\u4ef6\u5bb6\u91cc\u9762，\u4e0b\u9762\u662f\u4f7f\u7528nohup\u542f\u52a8\u7684\u547d\u4ee4，\u5982\u679c\u4e0d\u7528nohup\u53ef\u4ee5\u53bb\u6389\/usr\/bin\/nohup\u548c> test.log 2>&1 &<\/li>\n

    CUDA_VISIBLE_DEVICES<\/span>=<\/span>1<\/span> \/usr\/bin\/nohup python evaluating\/train_false_data_gen.py ><\/span> test.log 2<\/span>><\/span>&1<\/span> &<\/span><\/p>\n

    \u4e4b\u540e\u4f7f\u7528exec\u8fdb\u5165docker\u5bb9\u5668<\/h3>\n
  • \u5728\u4f60\u524d\u9762\u4f7f\u7528run\u521b\u5efa\u8fd0\u884c\u5e76\u8fdb\u5165docker\u5bb9\u5668\u540e，\u53ef\u4ee5\u4f7f\u7528ctrl+p,\u7136\u540ectrl+q\u4ece\u5bb9\u5668\u4e2d\u9000\u51fa\u800c\u4e0d\u505c\u6b62\u5bb9\u5668\u3002\u5982\u679c\u901a\u8fc7docekr run\u8fdb\u5165\u7684\u4f7f\u7528exit\u5c06\u4f1a\u505c\u6b62\u8be5\u5bb9\u5668\u5e76\u4e14\u9000\u51fa\u3002 \u5176\u4e2dctrl+p,\u7136\u540ectrl+q，\u5982\u679c\u4f60\u4f7f\u7528\u7684\u662fvscode\u8fde\u63a5\u7684\u670d\u52a1\u5668，\u4f60\u4f1a\u53d1\u73b0\u6267\u884c\u4e0d\u4e86，\u4f60\u9700\u8981\u5728vscode\u4e0b\u9762\u7684\u8bbe\u7f6e\u91cc\u9762\u641c\u7d22：terminal.Integrated.send \u5177\u4f53\u53ef\u4ee5\u53c2\u8003\u4e0b\u9762\u8fd9\u7bc7\u6587\u7ae0：<\/li>\n

    VS Code \u4ece\u5bb9\u5668\u754c\u9762\u9000\u51fa\u4f46\u4fdd\u6301\u5bb9\u5668\u540e\u53f0\u8fd0\u884c<\/p>\n

  • \u5f53\u5728docker run\u4e4b\u540e\u4f7f\u7528exit，\u4f60\u4e0b\u6b21\u60f3\u8981\u8fdb\u5165docker\u5bb9\u5668\u9700\u8981<\/li>\n

    docker<\/span> start \u5bb9\u5668id<\/p>\n

    \u4e4b\u540e<\/p>\n

    docker<\/span> exec<\/span> -it<\/span> \u5bb9\u5668id \/bin\/bash<\/p>\n

  • \u5982\u679c\u662fdocker run\u4e4b\u540e\u4f7f\u7528ctrl+p,\u7136\u540ectrl+q\u4ece\u5bb9\u5668\u4e2d\u9000\u51fa，\u4f60\u53ea\u9700\u8981<\/li>\n

    docker<\/span> exec<\/span> -it<\/span> \u5bb9\u5668id \/bin\/bash<\/p>\n

    \u5373\u53ef\u8fdb\u5165\u5bb9\u5668 4. \u4f7f\u7528docker exec\u8fdb\u5165\u5bb9\u5668，\u4f60\u4f7f\u7528exit\u5c06\u4e0d\u4f1a\u505c\u6b62\u5bb9\u5668，\u800c\u4e14\u4f60\u53ef\u4ee5\u6b63\u5e38\u9000\u51fa\u5bb9\u5668\u3002<\/p>\n

    \u670d\u52a1\u5668\u5220\u9664docker<\/h3>\n
  • \u9996\u5148\u505c\u6b62\u4f60\u8981\u5220\u9664\u7684\u5bb9\u5668<\/li>\n

    docker<\/span> stop \u5bb9\u5668id<\/p>\n

  • \u4e4b\u540e\u5220\u9664\u8be5\u5bb9\u5668<\/li>\n

    docker<\/span> rm<\/span> \u5bb9\u5668id<\/p>\n

  • \u6700\u540e\u5220\u9664\u8be5\u955c\u50cf<\/li>\n

    docker<\/span> rmi \u955c\u50cfid<\/p>\n

    \u672c\u5730windows\u5220\u9664docker\u955c\u50cf\u548c\u5bb9\u5668<\/h3>\n
  • \n

    \u56e0\u4e3a\u6211\u4eec\u672c\u5730\u7528docker\u53ea\u662f\u6784\u5efa\u7684\u9879\u76ee\u955c\u50cf，\u6ca1\u6709\u7275\u626f\u5230\u5bb9\u5668\u521b\u5efa，\u56e0\u6b64\u6211\u4eec\u53ea\u9700\u8981\u5220\u9664\u6211\u4eec\u521b\u5efa\u7684\u955c\u50cf\u5373\u53ef\u3002 \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n<\/li>\n

  • \n

    \u4e4b\u540e\u4ee5\u7ba1\u7406\u5458\u7684\u8eab\u4efd\u542f\u52a8\u547d\u4ee4\u63d0\u793a\u7b26，\u8f93\u5165diskpart \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n<\/li>\n

  • \n

    \u627e\u5230\u4f60docker\u955c\u50cf\u5b58\u50a8\u7684\u4f4d\u7f6e，\u5c31\u5728\u6587\u7ae0\u5f00\u5934\u8bbe\u7f6e\u7684\u90a3\u4e00\u5757，\u6309\u7167\u6211\u6587\u7ae0\u5f00\u5934\u7684\u90a3\u4e2a\u4f4d\u7f6e，\u5177\u4f53\u8fd9\u4e2a\u955c\u50cf\u5b58\u50a8\u7684\u5730\u65b9\u4e3a：E:\\\\docker\\\\DockerDesktopWSL\\\\disk\\\\docker_data.vhdx\u3002 \u6267\u884c\u4e0b\u9762\u7684\u547d\u4ee4<\/p>\n<\/li>\n

    select<\/span> vdisk file<\/span>=<\/span>"E:\\\\docker\\\\DockerDesktopWSL\\\\disk\\\\docker_data.vhdx"<\/span><\/p>\n

    \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" 4. \u622a\u6b62\u6267\u884c\u538b\u7f29\u547d\u4ee4：<\/p>\n

    compact vdisk<\/p>\n

  • \u6700\u540e\u6267\u884c\u5220\u9664\u547d\u4ee4<\/li>\n

    detach vdisk<\/p>\n

    \u6267\u884c\u5b8c\u4e0a\u8ff0\u547d\u4ee4\u5728\u53bb\u67e5\u770b\u4f60\u5b58\u50a8\u8be5\u955c\u50cf\u7684\u78c1\u76d8，\u5185\u5b58\u5e94\u8be5\u662f\u91ca\u653e\u4e86\u7684\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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