{"id":1165733,"date":"2025-01-15T15:23:59","date_gmt":"2025-01-15T07:23:59","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1165733.html"},"modified":"2025-01-15T15:24:02","modified_gmt":"2025-01-15T07:24:02","slug":"%e5%a6%82%e4%bd%95%e5%8c%ba%e5%88%86python%e8%af%ad%e8%a8%80%e7%ae%97%e6%b3%95%e9%94%99%e8%af%af","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1165733.html","title":{"rendered":"\u5982\u4f55\u533a\u5206python\u8bed\u8a00\u7b97\u6cd5\u9519\u8bef"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25210009\/5674f7a0-917b-4c07-81a3-6e2a160d79ea.webp\" alt=\"\u5982\u4f55\u533a\u5206python\u8bed\u8a00\u7b97\u6cd5\u9519\u8bef\" \/><\/p>\n<p><p> <strong>\u533a\u5206Python\u8bed\u8a00\u7b97\u6cd5\u9519\u8bef\u7684\u65b9\u6cd5\u5305\u62ec\uff1a\u89c2\u5bdf\u9519\u8bef\u4fe1\u606f\u3001\u4f7f\u7528\u8c03\u8bd5\u5de5\u5177\u3001\u6dfb\u52a0\u65ad\u70b9\u8c03\u8bd5\u3001\u68c0\u67e5\u8f93\u5165\u8f93\u51fa\u3001\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\u3002<\/strong>\u5176\u4e2d\uff0c<strong>\u4f7f\u7528\u8c03\u8bd5\u5de5\u5177<\/strong>\u662f\u975e\u5e38\u6709\u6548\u7684\u65b9\u6cd5\u4e4b\u4e00\u3002\u4f7f\u7528\u8c03\u8bd5\u5de5\u5177\u53ef\u4ee5\u8ba9\u4f60\u9010\u884c\u68c0\u67e5\u4ee3\u7801\u7684\u6267\u884c\u8fc7\u7a0b\uff0c\u89c2\u5bdf\u53d8\u91cf\u7684\u53d8\u5316\uff0c\u53d1\u73b0\u4ee3\u7801\u4e2d\u6f5c\u5728\u7684\u9519\u8bef\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u4f60\u53ef\u4ee5\u5feb\u901f\u5b9a\u4f4d\u5e76\u4fee\u6b63\u7b97\u6cd5\u4e2d\u7684\u95ee\u9898\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u89c2\u5bdf\u9519\u8bef\u4fe1\u606f<\/p>\n<p>Python\u5728\u8fd0\u884c\u4ee3\u7801\u65f6\uff0c\u5982\u679c\u51fa\u73b0\u9519\u8bef\uff0c\u901a\u5e38\u4f1a\u629b\u51fa\u5f02\u5e38\u5e76\u663e\u793a\u9519\u8bef\u4fe1\u606f\u3002\u9519\u8bef\u4fe1\u606f\u5305\u62ec\u9519\u8bef\u7c7b\u578b\u3001\u9519\u8bef\u63cf\u8ff0\u4ee5\u53ca\u9519\u8bef\u53d1\u751f\u7684\u4f4d\u7f6e\u3002\u901a\u8fc7\u4ed4\u7ec6\u9605\u8bfb\u9519\u8bef\u4fe1\u606f\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u5feb\u901f\u5b9a\u4f4d\u4ee3\u7801\u4e2d\u51fa\u9519\u7684\u90e8\u5206\u3002\u4f8b\u5982\uff0c\u5982\u679c\u770b\u5230<code>IndexError<\/code>\uff0c\u8bf4\u660e\u8bbf\u95ee\u4e86\u4e00\u4e2a\u4e0d\u5b58\u5728\u7684\u5217\u8868\u7d22\u5f15\uff1b\u5982\u679c\u770b\u5230<code>TypeError<\/code>\uff0c\u8bf4\u660e\u5728\u4ee3\u7801\u4e2d\u4f7f\u7528\u4e86\u4e0d\u9002\u5408\u7684\u6570\u636e\u7c7b\u578b\u3002<\/p>\n<\/p>\n<p><p>\u4e8c\u3001\u4f7f\u7528\u8c03\u8bd5\u5de5\u5177<\/p>\n<p>\u8c03\u8bd5\u5de5\u5177\u662f\u5f00\u53d1\u4e2d\u975e\u5e38\u91cd\u8981\u7684\u5de5\u5177\u3002Python\u6709\u591a\u79cd\u8c03\u8bd5\u5de5\u5177\uff0c\u6bd4\u5982<code>pdb<\/code>\u3001<code>ipdb<\/code>\u3001<code>PyCharm<\/code>\u7b49\u3002\u4f7f\u7528\u8c03\u8bd5\u5de5\u5177\u53ef\u4ee5\u9010\u884c\u6267\u884c\u4ee3\u7801\uff0c\u8bbe\u7f6e\u65ad\u70b9\uff0c\u89c2\u5bdf\u53d8\u91cf\u503c\u7684\u53d8\u5316\uff0c\u5e2e\u52a9\u53d1\u73b0\u548c\u89e3\u51b3\u95ee\u9898\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528<code>pdb<\/code>\u8c03\u8bd5\u5de5\u5177\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import pdb<\/p>\n<p>def example_function(a, b):<\/p>\n<p>    pdb.set_trace()  # \u8bbe\u7f6e\u65ad\u70b9<\/p>\n<p>    result = a + b<\/p>\n<p>    return result<\/p>\n<p>example_function(3, &#39;4&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u5728\u4ee3\u7801\u8fd0\u884c\u5230\u65ad\u70b9\u65f6\uff0c\u4f1a\u8fdb\u5165\u8c03\u8bd5\u6a21\u5f0f\uff0c\u4f60\u53ef\u4ee5\u8f93\u5165\u547d\u4ee4\u6765\u68c0\u67e5\u53d8\u91cf\u7684\u503c\u3001\u6267\u884c\u4e0b\u4e00\u6b65\u7b49\u64cd\u4f5c\uff0c\u4ece\u800c\u53d1\u73b0\u95ee\u9898\u6240\u5728\u3002<\/p>\n<\/p>\n<p><p>\u4e09\u3001\u6dfb\u52a0\u65ad\u70b9\u8c03\u8bd5<\/p>\n<p>\u6dfb\u52a0\u65ad\u70b9\u662f\u4e00\u79cd\u5e38\u7528\u7684\u8c03\u8bd5\u65b9\u6cd5\u3002\u901a\u8fc7\u5728\u5173\u952e\u4f4d\u7f6e\u6dfb\u52a0\u65ad\u70b9\uff0c\u7a0b\u5e8f\u8fd0\u884c\u5230\u65ad\u70b9\u65f6\u4f1a\u6682\u505c\uff0c\u5141\u8bb8\u4f60\u68c0\u67e5\u5f53\u524d\u7684\u72b6\u6001\u548c\u53d8\u91cf\u503c\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u96c6\u6210\u5f00\u53d1\u73af\u5883\uff08IDE\uff09\u4e2d\u7684\u8c03\u8bd5\u529f\u80fd\u6765\u6dfb\u52a0\u65ad\u70b9\u3002\u4ee5<code>PyCharm<\/code>\u4e3a\u4f8b\uff0c\u4f60\u53ef\u4ee5\u5728\u4ee3\u7801\u884c\u53f7\u5904\u5355\u51fb\u9f20\u6807\u5de6\u952e\u6dfb\u52a0\u65ad\u70b9\uff0c\u7136\u540e\u8fd0\u884c\u8c03\u8bd5\u6a21\u5f0f\uff0c\u7a0b\u5e8f\u4f1a\u5728\u65ad\u70b9\u5904\u6682\u505c\uff0c\u5e2e\u52a9\u4f60\u5206\u6790\u95ee\u9898\u3002<\/p>\n<\/p>\n<p><p>\u56db\u3001\u68c0\u67e5\u8f93\u5165\u8f93\u51fa<\/p>\n<p>\u5f88\u591a\u7b97\u6cd5\u9519\u8bef\u662f\u7531\u4e8e\u8f93\u5165\u6570\u636e\u4e0d\u6b63\u786e\u6216\u8005\u8f93\u51fa\u6570\u636e\u4e0d\u7b26\u5408\u9884\u671f\u5bfc\u81f4\u7684\u3002\u4e3a\u4e86\u53d1\u73b0\u8fd9\u4e9b\u95ee\u9898\uff0c\u4f60\u53ef\u4ee5\u5728\u4ee3\u7801\u4e2d\u6dfb\u52a0\u65e5\u5fd7\u8f93\u51fa\uff0c\u6253\u5370\u51fa\u8f93\u5165\u6570\u636e\u548c\u4e2d\u95f4\u7ed3\u679c\uff0c\u68c0\u67e5\u662f\u5426\u7b26\u5408\u9884\u671f\u3002\u4f8b\u5982\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">def example_function(a, b):<\/p>\n<p>    print(f&quot;Input: a={a}, b={b}&quot;)<\/p>\n<p>    result = a + b<\/p>\n<p>    print(f&quot;Result: {result}&quot;)<\/p>\n<p>    return result<\/p>\n<p>example_function(3, 4)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u901a\u8fc7\u68c0\u67e5\u65e5\u5fd7\u8f93\u51fa\uff0c\u53ef\u4ee5\u53d1\u73b0\u8f93\u5165\u6570\u636e\u662f\u5426\u6b63\u786e\uff0c\u4e2d\u95f4\u8ba1\u7b97\u7ed3\u679c\u662f\u5426\u7b26\u5408\u9884\u671f\uff0c\u4ece\u800c\u627e\u5230\u95ee\u9898\u6240\u5728\u3002<\/p>\n<\/p>\n<p><p>\u4e94\u3001\u7f16\u5199\u5355\u5143\u6d4b\u8bd5<\/p>\n<p>\u5355\u5143\u6d4b\u8bd5\u662f\u9a8c\u8bc1\u4ee3\u7801\u6b63\u786e\u6027\u7684\u91cd\u8981\u624b\u6bb5\u3002\u901a\u8fc7\u7f16\u5199\u5355\u5143\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u9a8c\u8bc1\u4ee3\u7801\u5728\u5404\u79cd\u8f93\u5165\u60c5\u51b5\u4e0b\u7684\u8f93\u51fa\u662f\u5426\u7b26\u5408\u9884\u671f\u3002Python\u7684<code>unittest<\/code>\u6a21\u5757\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u5355\u5143\u6d4b\u8bd5\u529f\u80fd\u3002\u4ee5\u4e0b\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5355\u5143\u6d4b\u8bd5\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import unittest<\/p>\n<p>def example_function(a, b):<\/p>\n<p>    return a + b<\/p>\n<p>class TestExampleFunction(unittest.TestCase):<\/p>\n<p>    def test_example_function(self):<\/p>\n<p>        self.assertEqual(example_function(3, 4), 7)<\/p>\n<p>        self.assertEqual(example_function(-1, 1), 0)<\/p>\n<p>        self.assertEqual(example_function(0, 0), 0)<\/p>\n<p>if __name__ == &#39;__m<a href=\"https:\/\/docs.pingcode.com\/blog\/59162.html\" target=\"_blank\">AI<\/a>n__&#39;:<\/p>\n<p>    unittest.main()<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u901a\u8fc7\u8fd0\u884c\u5355\u5143\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u53d1\u73b0\u4ee3\u7801\u662f\u5426\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u90fd\u80fd\u6b63\u786e\u5de5\u4f5c\uff0c\u5e2e\u52a9\u4f60\u53d1\u73b0\u548c\u4fee\u6b63\u7b97\u6cd5\u4e2d\u7684\u9519\u8bef\u3002<\/p>\n<\/p>\n<p><p>\u516d\u3001<a href=\"https:\/\/docs.pingcode.com\/code-review\" target=\"_blank\">\u4ee3\u7801\u5ba1\u67e5<\/a><\/p>\n<p>\u4ee3\u7801\u5ba1\u67e5\u662f\u53d1\u73b0\u7b97\u6cd5\u9519\u8bef\u7684\u6709\u6548\u65b9\u6cd5\u4e4b\u4e00\u3002\u901a\u8fc7\u4e0e\u5176\u4ed6\u5f00\u53d1\u4eba\u5458\u5171\u540c\u5ba1\u67e5\u4ee3\u7801\uff0c\u53ef\u4ee5\u53d1\u73b0\u4e00\u4e9b\u81ea\u5df1\u53ef\u80fd\u5ffd\u7565\u7684\u95ee\u9898\u3002\u4ee3\u7801\u5ba1\u67e5\u53ef\u4ee5\u901a\u8fc7\u9762\u5bf9\u9762\u7684\u8ba8\u8bba\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4ee3\u7801\u6258\u7ba1\u5e73\u53f0\u4e0a\u7684\u8bc4\u8bba\u529f\u80fd\u8fdb\u884c\u3002\u5176\u4ed6\u4eba\u53ef\u4ee5\u63d0\u51fa\u6539\u8fdb\u5efa\u8bae\uff0c\u5e2e\u52a9\u4f60\u4f18\u5316\u4ee3\u7801\uff0c\u53d1\u73b0\u6f5c\u5728\u7684\u9519\u8bef\u3002<\/p>\n<\/p>\n<p><p>\u4e03\u3001\u91cd\u6784\u4ee3\u7801<\/p>\n<p>\u6709\u65f6\u5019\uff0c\u7b97\u6cd5\u9519\u8bef\u662f\u7531\u4e8e\u4ee3\u7801\u7ed3\u6784\u590d\u6742\u3001\u903b\u8f91\u6df7\u4e71\u5bfc\u81f4\u7684\u3002\u901a\u8fc7\u91cd\u6784\u4ee3\u7801\uff0c\u53ef\u4ee5\u7b80\u5316\u903b\u8f91\uff0c\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\uff0c\u4ece\u800c\u66f4\u5bb9\u6613\u53d1\u73b0\u548c\u4fee\u6b63\u9519\u8bef\u3002\u91cd\u6784\u4ee3\u7801\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u5c06\u590d\u6742\u7684\u51fd\u6570\u62c6\u5206\u6210\u591a\u4e2a\u5c0f\u51fd\u6570\uff0c\u5c06\u91cd\u590d\u7684\u4ee3\u7801\u62bd\u53d6\u6210\u72ec\u7acb\u7684\u51fd\u6570\uff0c\u6539\u8fdb\u547d\u540d\u7b49\u3002\u91cd\u6784\u540e\u7684\u4ee3\u7801\u66f4\u52a0\u6e05\u6670\uff0c\u4fbf\u4e8e\u7ef4\u62a4\u548c\u8c03\u8bd5\u3002<\/p>\n<\/p>\n<p><p>\u516b\u3001\u4f7f\u7528\u9759\u6001\u4ee3\u7801\u5206\u6790\u5de5\u5177<\/p>\n<p>\u9759\u6001\u4ee3\u7801\u5206\u6790\u5de5\u5177\u53ef\u4ee5\u5728\u4e0d\u8fd0\u884c\u4ee3\u7801\u7684\u60c5\u51b5\u4e0b\uff0c\u5206\u6790\u4ee3\u7801\u7684\u6f5c\u5728\u95ee\u9898\u3002Python\u6709\u591a\u79cd\u9759\u6001\u4ee3\u7801\u5206\u6790\u5de5\u5177\uff0c\u5982<code>pylint<\/code>\u3001<code>flake8<\/code>\u7b49\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u53d1\u73b0\u4ee3\u7801\u4e2d\u7684\u6f5c\u5728\u9519\u8bef\u3001\u4ee3\u7801\u98ce\u683c\u95ee\u9898\u7b49\u3002\u4f8b\u5982\uff0c<code>pylint<\/code>\u53ef\u4ee5\u68c0\u67e5\u4ee3\u7801\u4e2d\u7684\u672a\u4f7f\u7528\u7684\u53d8\u91cf\u3001\u672a\u5b9a\u4e49\u7684\u53d8\u91cf\u3001\u51fd\u6570\u53c2\u6570\u4e0d\u5339\u914d\u7b49\u95ee\u9898\uff0c\u4ece\u800c\u5e2e\u52a9\u4f60\u53d1\u73b0\u7b97\u6cd5\u4e2d\u7684\u9519\u8bef\u3002<\/p>\n<\/p>\n<p><p>\u4e5d\u3001\u6a21\u62df\u8fb9\u754c\u6761\u4ef6<\/p>\n<p>\u5728\u7f16\u5199\u7b97\u6cd5\u65f6\uff0c\u9664\u4e86\u5904\u7406\u6b63\u5e38\u60c5\u51b5\u4e0b\u7684\u8f93\u5165\uff0c\u8fd8\u9700\u8981\u8003\u8651\u5404\u79cd\u8fb9\u754c\u6761\u4ef6\u3002\u8fd9\u4e9b\u8fb9\u754c\u6761\u4ef6\u53ef\u80fd\u5305\u62ec\u6781\u5927\u503c\u3001\u6781\u5c0f\u503c\u3001\u7a7a\u503c\u3001\u7279\u6b8a\u5b57\u7b26\u7b49\u3002\u901a\u8fc7\u6a21\u62df\u8fd9\u4e9b\u8fb9\u754c\u6761\u4ef6\u7684\u8f93\u5165\uff0c\u53ef\u4ee5\u53d1\u73b0\u7b97\u6cd5\u5728\u7279\u6b8a\u60c5\u51b5\u4e0b\u662f\u5426\u80fd\u6b63\u5e38\u5de5\u4f5c\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u5b57\u7b26\u4e32\u65f6\uff0c\u9700\u8981\u8003\u8651\u7a7a\u5b57\u7b26\u4e32\u3001\u5305\u542b\u7279\u6b8a\u5b57\u7b26\u7684\u5b57\u7b26\u4e32\u7b49\u60c5\u51b5\u3002<\/p>\n<\/p>\n<p><p>\u5341\u3001\u6027\u80fd\u5206\u6790<\/p>\n<p>\u7b97\u6cd5\u9519\u8bef\u6709\u65f6\u5019\u8868\u73b0\u4e3a\u6027\u80fd\u95ee\u9898\u3002\u901a\u8fc7\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u53ef\u4ee5\u53d1\u73b0\u7b97\u6cd5\u5728\u5904\u7406\u5927\u6570\u636e\u91cf\u65f6\u662f\u5426\u5b58\u5728\u6027\u80fd\u74f6\u9888\u3002Python\u6709\u591a\u79cd\u6027\u80fd\u5206\u6790\u5de5\u5177\uff0c\u5982<code>cProfile<\/code>\u3001<code>line_profiler<\/code>\u7b49\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\uff0c\u53ef\u4ee5\u627e\u5230\u4ee3\u7801\u4e2d\u8017\u65f6\u8f83\u957f\u7684\u90e8\u5206\uff0c\u4ece\u800c\u4f18\u5316\u7b97\u6cd5\uff0c\u63d0\u9ad8\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u4ee5\u4e0b\u662f\u4f7f\u7528<code>cProfile<\/code>\u8fdb\u884c\u6027\u80fd\u5206\u6790\u7684\u793a\u4f8b\uff1a<\/p>\n<\/p>\n<p><pre><code class=\"language-python\">import cProfile<\/p>\n<p>def example_function(a, b):<\/p>\n<p>    result = a + b<\/p>\n<p>    return result<\/p>\n<p>cProfile.run(&#39;example_function(3, 4)&#39;)<\/p>\n<p><\/code><\/pre>\n<\/p>\n<p><p>\u901a\u8fc7\u6027\u80fd\u5206\u6790\u7ed3\u679c\uff0c\u53ef\u4ee5\u53d1\u73b0\u4ee3\u7801\u4e2d\u8017\u65f6\u8f83\u957f\u7684\u90e8\u5206\uff0c\u4ece\u800c\u4f18\u5316\u7b97\u6cd5\uff0c\u63d0\u9ad8\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><p>\u5341\u4e00\u3001\u5206\u6b65\u9a8c\u8bc1<\/p>\n<p>\u5728\u7f16\u5199\u590d\u6742\u7b97\u6cd5\u65f6\uff0c\u53ef\u4ee5\u5c06\u7b97\u6cd5\u5206\u89e3\u6210\u591a\u4e2a\u6b65\u9aa4\uff0c\u6bcf\u4e2a\u6b65\u9aa4\u5355\u72ec\u9a8c\u8bc1\u3002\u901a\u8fc7\u5206\u6b65\u9a8c\u8bc1\uff0c\u53ef\u4ee5\u786e\u4fdd\u6bcf\u4e2a\u6b65\u9aa4\u90fd\u6b63\u786e\uff0c\u4ece\u800c\u4fdd\u8bc1\u6574\u4e2a\u7b97\u6cd5\u7684\u6b63\u786e\u6027\u3002\u4f8b\u5982\uff0c\u5728\u7f16\u5199\u6392\u5e8f\u7b97\u6cd5\u65f6\uff0c\u53ef\u4ee5\u5148\u9a8c\u8bc1\u5206\u5272\u8fc7\u7a0b\u662f\u5426\u6b63\u786e\uff0c\u518d\u9a8c\u8bc1\u5408\u5e76\u8fc7\u7a0b\u662f\u5426\u6b63\u786e\uff0c\u6700\u540e\u9a8c\u8bc1\u6574\u4e2a\u6392\u5e8f\u7b97\u6cd5\u662f\u5426\u6b63\u786e\u3002<\/p>\n<\/p>\n<p><p>\u5341\u4e8c\u3001\u53c2\u8003\u6587\u732e\u548c\u8d44\u6599<\/p>\n<p>\u5728\u7f16\u5199\u7b97\u6cd5\u65f6\uff0c\u53ef\u4ee5\u53c2\u8003\u76f8\u5173\u7684\u6587\u732e\u548c\u8d44\u6599\u3002\u901a\u8fc7\u67e5\u9605\u76f8\u5173\u7b97\u6cd5\u7684\u8bba\u6587\u3001\u4e66\u7c4d\u3001\u5728\u7ebf\u6559\u7a0b\u7b49\uff0c\u53ef\u4ee5\u4e86\u89e3\u7b97\u6cd5\u7684\u539f\u7406\u3001\u5b9e\u73b0\u65b9\u6cd5\u548c\u5e38\u89c1\u95ee\u9898\uff0c\u4ece\u800c\u907f\u514d\u548c\u89e3\u51b3\u7b97\u6cd5\u4e2d\u7684\u9519\u8bef\u3002\u4f8b\u5982\uff0c\u5728\u5b9e\u73b0\u6392\u5e8f\u7b97\u6cd5\u65f6\uff0c\u53ef\u4ee5\u53c2\u8003\u7ecf\u5178\u7684\u6392\u5e8f\u7b97\u6cd5\u4e66\u7c4d\uff0c\u4e86\u89e3\u5404\u79cd\u6392\u5e8f\u7b97\u6cd5\u7684\u5b9e\u73b0\u65b9\u6cd5\u548c\u4f18\u5316\u6280\u5de7\u3002<\/p>\n<\/p>\n<p><p>\u5341\u4e09\u3001\u6301\u7eed\u96c6\u6210<\/p>\n<p>\u6301\u7eed\u96c6\u6210\u662f\u73b0\u4ee3\u8f6f\u4ef6\u5f00\u53d1\u4e2d\u7684\u91cd\u8981\u5b9e\u8df5\u4e4b\u4e00\u3002\u901a\u8fc7\u6301\u7eed\u96c6\u6210\uff0c\u53ef\u4ee5\u5728\u6bcf\u6b21\u4ee3\u7801\u53d8\u66f4\u540e\u81ea\u52a8\u8fd0\u884c\u5355\u5143\u6d4b\u8bd5\uff0c\u53d1\u73b0\u4ee3\u7801\u4e2d\u7684\u9519\u8bef\u3002\u6301\u7eed\u96c6\u6210\u5de5\u5177\u5982<code>Jenkins<\/code>\u3001<code>Travis CI<\/code>\u7b49\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u81ea\u52a8\u5316\u6d4b\u8bd5\u8fc7\u7a0b\uff0c\u53ca\u65f6\u53d1\u73b0\u548c\u4fee\u6b63\u7b97\u6cd5\u4e2d\u7684\u9519\u8bef\u3002\u4f8b\u5982\uff0c\u5728\u6bcf\u6b21\u63d0\u4ea4\u4ee3\u7801\u540e\uff0c\u53ef\u4ee5\u81ea\u52a8\u8fd0\u884c\u5355\u5143\u6d4b\u8bd5\uff0c\u786e\u4fdd\u4ee3\u7801\u7684\u6b63\u786e\u6027\u3002<\/p>\n<\/p>\n<p><p>\u5341\u56db\u3001\u4ee3\u7801\u590d\u7528<\/p>\n<p>\u5728\u7f16\u5199\u7b97\u6cd5\u65f6\uff0c\u53ef\u4ee5\u8003\u8651\u590d\u7528\u5df2\u6709\u7684\u4ee3\u7801\u5e93\u6216\u7b97\u6cd5\u5b9e\u73b0\u3002\u901a\u8fc7\u590d\u7528\u5df2\u6709\u7684\u4ee3\u7801\u5e93\uff0c\u53ef\u4ee5\u51cf\u5c11\u4ee3\u7801\u91cf\uff0c\u964d\u4f4e\u51fa\u9519\u7684\u6982\u7387\u3002Python\u6709\u4e30\u5bcc\u7684\u7b2c\u4e09\u65b9\u5e93\uff0c\u5982<code>NumPy<\/code>\u3001<code>SciPy<\/code>\u3001<code>Pandas<\/code>\u7b49\uff0c\u8fd9\u4e9b\u5e93\u4e2d\u5305\u542b\u4e86\u5927\u91cf\u7684\u7b97\u6cd5\u5b9e\u73b0\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u5e93\uff0c\u53ef\u4ee5\u907f\u514d\u81ea\u5df1\u5b9e\u73b0\u590d\u6742\u7684\u7b97\u6cd5\uff0c\u4ece\u800c\u51cf\u5c11\u9519\u8bef\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u77e9\u9635\u8fd0\u7b97\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528<code>NumPy<\/code>\u5e93\uff0c\u800c\u4e0d\u662f\u81ea\u5df1\u5b9e\u73b0\u77e9\u9635\u8fd0\u7b97\u3002<\/p>\n<\/p>\n<p><p>\u5341\u4e94\u3001\u4ee3\u7801\u89c4\u8303<\/p>\n<p>\u9075\u5faa\u4ee3\u7801\u89c4\u8303\u53ef\u4ee5\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u53ef\u7ef4\u62a4\u6027\uff0c\u4ece\u800c\u51cf\u5c11\u7b97\u6cd5\u4e2d\u7684\u9519\u8bef\u3002Python\u6709\u4e00\u5957\u5e7f\u6cdb\u8ba4\u53ef\u7684\u4ee3\u7801\u89c4\u8303\u2014\u2014PEP 8\u3002\u901a\u8fc7\u9075\u5faaPEP 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