{"id":20,"date":"2024-11-10T23:00:34","date_gmt":"2024-11-10T15:00:34","guid":{"rendered":"https:\/\/codeloveme.com\/?p=20"},"modified":"2024-12-09T22:17:03","modified_gmt":"2024-12-09T14:17:03","slug":"a","status":"publish","type":"post","link":"https:\/\/codeloveme.com\/index.php\/2024\/11\/10\/a\/","title":{"rendered":"Python \u6027\u80fd\u5206\u6790"},"content":{"rendered":"

\u6982\u8ff0<\/h2>\n

\u5728 Python \u5f00\u53d1\u4e2d\uff0c\u6027\u80fd\u5206\u6790\u662f\u975e\u5e38\u91cd\u8981\u7684\u4e00\u73af\u3002\u4ee5\u4e0b\u662f\u4e09\u79cd\u5e38\u7528\u7684\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u5b83\u4eec\u5e2e\u52a9\u5f00\u53d1\u8005\u9ad8\u6548\u5730\u5206\u6790\u4ee3\u7801\u7684\u6267\u884c\u65f6\u95f4\u548c\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\uff1a<\/p>\n

    \n
  1. cProfile<\/strong>\uff1a\u7528\u4e8e\u5206\u6790\u4ee3\u7801\u7684\u6267\u884c\u65f6\u95f4\u548c\u51fd\u6570\u8c03\u7528\u6b21\u6570\uff0c\u9002\u5408\u67e5\u770b\u6574\u4f53\u6027\u80fd\u74f6\u9888\u3002<\/li>\n
  2. line_profiler<\/strong>\uff1a\u9010\u884c\u5206\u6790\u4ee3\u7801\u6267\u884c\u65f6\u95f4\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u7cbe\u786e\u5b9a\u4f4d\u4ee3\u7801\u4e2d\u7684\u6027\u80fd\u70ed\u70b9\u3002<\/li>\n
  3. memory_profiler<\/strong>\uff1a\u7528\u4e8e\u5206\u6790\u4ee3\u7801\u7684\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\uff0c\u5e2e\u52a9\u4f18\u5316\u5185\u5b58\u7ba1\u7406\u3002<\/li>\n<\/ol>\n

    1. cProfile<\/h3>\n
      \n
    • \u7528\u4e8e\u5206\u6790\u4ee3\u7801\u7684\u6267\u884c\u65f6\u95f4\u548c\u51fd\u6570\u8c03\u7528\u6b21\u6570<\/li>\n<\/ul>\n
      import cProfile\n\ndef my_function():\n    for i in range(1000000):\n        pass\n\ncProfile.run('my_function()')\n<\/code><\/pre>\n
      2. line_profiler<\/h3>\n
        \n
      • \u9010\u884c\u5206\u6790\u4ee3\u7801\u6267\u884c\u65f6\u95f4<\/li>\n
      • \u5b89\u88c5 line_profiler<\/code>\uff1a<\/li>\n<\/ul>\n
        pip install line_profiler\n<\/code><\/pre>\n
        \u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n
        @profile\ndef my_function():\n    for i in range(1000000):\n        pass\n\nmy_function()\n<\/code><\/pre>\n
          \n
        • \u8fd0\u884c\u5206\u6790\uff1a<\/li>\n<\/ul>\n
          kernprof -l -v .\\line_profiler.py\n<\/code><\/pre>\n
            \n
          • \u8f93\u51fa\u89e3\u91ca\uff1a<\/li>\n<\/ul>\n
            Line #      Hits         Time  Per Hit   % Time  Line Contents\n==============================================================\n     3                                           @profile\n     4                                           def my_function():\n     5   1000001     151169.7      0.2     51.3      for i in range(1000000):\n     6   1000000     143390.1      0.1     48.7          pass\n<\/code><\/pre>\n
            \u8f93\u51fa\u5b57\u6bb5\u8bf4\u660e\uff1a<\/p>\n
              \n
            • Line<\/strong>: \u4ee3\u7801\u7684\u884c\u53f7\u3002<\/li>\n
            • Hits<\/strong>: \u8be5\u884c\u4ee3\u7801\u88ab\u6267\u884c\u7684\u6b21\u6570\u3002<\/li>\n
            • Time<\/strong>: \u8be5\u884c\u4ee3\u7801\u6267\u884c\u6240\u82b1\u8d39\u7684\u603b\u65f6\u95f4\uff08\u5355\u4f4d\uff1a\u5fae\u79d2\uff09\u3002<\/li>\n
            • Per Hit<\/strong>: \u6bcf\u6b21\u6267\u884c\u8be5\u884c\u4ee3\u7801\u6240\u82b1\u8d39\u7684\u5e73\u5747\u65f6\u95f4\uff08\u5355\u4f4d\uff1a\u5fae\u79d2\uff09\u3002<\/li>\n
            • % Time<\/strong>: \u8be5\u884c\u4ee3\u7801\u6267\u884c\u65f6\u95f4\u5360\u603b\u65f6\u95f4\u7684\u767e\u5206\u6bd4\u3002<\/li>\n<\/ul>\n
              3. memory_profiler<\/h3>\n
                \n
              • \u7528\u4e8e\u9010\u884c\u5206\u6790\u5185\u5b58\u4f7f\u7528\u60c5\u51b5<\/li>\n
              • \u5b89\u88c5 memory_profiler<\/code>\uff1a<\/li>\n<\/ul>\n
                pip install memory_profiler\n<\/code><\/pre>\n
                \u793a\u4f8b\u4ee3\u7801\uff1a<\/p>\n
                def my_function():\n    data = [i for i in range(100000000)]\n\nmy_function()\n<\/code><\/pre>\n
                  \n
                • \u8fd0\u884c\u5185\u5b58\u5206\u6790\uff1a<\/li>\n<\/ul>\n
                  mprof run script.py\n<\/code><\/pre>\n
                    \n
                  • \u751f\u6210\u5185\u5b58\u4f7f\u7528\u56fe\u8868\uff1a<\/li>\n<\/ul>\n
                    mprof plot\n<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"\u5728\u73b0\u4ee3\u7f16\u7a0b\u4e2d\uff0c\u6027\u80fd\u4f18\u5316\u662f\u5353\u8d8a\u4ee3\u7801\u7684\u6838\u5fc3\u3002\u901a\u8fc7\u4f7f\u7528\u5de5\u5177\u5982cProfile\u3001line_profiler\u548cmemory_profiler\uff0c\u6211\u4eec\u53ef\u4ee5\u7cbe\u51c6\u5256\u6790\u4ee3\u7801\u7684\u6267\u884c\u65f6\u95f4\u3001\u8c03\u7528\u6b21\u6570\u53ca\u5185\u5b58\u4f7f\u7528\u60c5\u51b5\u3002\u70bd\u70ed\u7684\u6027\u80fd\u5206\u6790\u4e0d\u4ec5\u80fd\u63d0\u5347\u4ee3\u7801\u6548\u7387","protected":false},"author":1,"featured_media":23,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"emotion":"","emotion_color":"","title_style":"","license":"","footnotes":""},"categories":[5],"tags":[6,23],"class_list":["post-20","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-python","tag-23"],"yoast_head":"\nPython \u6027\u80fd\u5206\u6790 - 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